{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6b873f4f",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据已保存到第29组-特斯拉中国销量数据（2024年03月）.csv文件\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import pandas as pd\n",
    "\n",
    "# 目标网页URL\n",
    "url = 'https://www.cnsuv.com/sales/f/126362/'\n",
    "\n",
    "# 发送HTTP请求获取网页内容\n",
    "response = requests.get(url)\n",
    "# 使用BeautifulSoup解析网页HTML内容\n",
    "soup = BeautifulSoup(response.text, 'html.parser')\n",
    "\n",
    "# 找到网页中的表格部分\n",
    "table = soup.find('table')\n",
    "\n",
    "# 解析表格，提取表头和数据行\n",
    "headers = [th.text.strip() for th in table.find('thead').find_all('th')]\n",
    "rows = []\n",
    "for tr in table.find('tbody').find_all('tr'):\n",
    "    rows.append([td.text.strip() for td in tr.find_all('td')])\n",
    "\n",
    "# 将数据转换为pandas DataFrame\n",
    "df = pd.DataFrame(rows, columns=headers)\n",
    "\n",
    "# 保存DataFrame到CSV文件\n",
    "df.to_csv('第29组-特斯拉中国销量数据（2024年03月）.csv', index=False, encoding='utf_8_sig')\n",
    "\n",
    "print('数据已保存到第29组-特斯拉中国销量数据（2024年03月）.csv文件')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "564a67ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "电动车销量数据已保存到第29组-电动车销量排行榜（2024年03月）.csv文件\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# 目标网页URL，针对电动车销量统计页面\n",
    "url = 'https://www.cnsuv.com/sales/ev/'\n",
    "\n",
    "# 发送HTTP请求获取网页内容\n",
    "response = requests.get(url)\n",
    "# 使用BeautifulSoup解析网页HTML内容\n",
    "soup = BeautifulSoup(response.text, 'html.parser')\n",
    "\n",
    "# 假设网页中的表格具有特定的类名或ID，这里需要根据实际情况调整\n",
    "# 例如：\n",
    "# table = soup.find('table', {'id': 'the_id'})\n",
    "# 或\n",
    "# table = soup.find('table', {'class': 'the_class'})\n",
    "table = soup.find('table')  # 如果页面只有一个表格，这行可能就足够了\n",
    "\n",
    "# 解析表格，提取表头和数据行\n",
    "headers = [th.text.strip() for th in table.find('thead').find_all('th')]\n",
    "rows = []\n",
    "for tr in table.find('tbody').find_all('tr'):\n",
    "    rows.append([td.text.strip() for td in tr.find_all('td')])\n",
    "\n",
    "# 将数据转换为pandas DataFrame\n",
    "df = pd.DataFrame(rows, columns=headers)\n",
    "\n",
    "# 保存DataFrame到CSV文件\n",
    "df.to_csv('第29组-电动车销量排行榜（2024年03月）.csv', index=False, encoding='utf_8_sig')\n",
    "\n",
    "print('电动车销量数据已保存到第29组-电动车销量排行榜（2024年03月）.csv文件')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d13f0445",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 加载上传的CSV文件\n",
    "file_path1 = '第29组-特斯拉中国销量数据（2024年03月）.csv'\n",
    "file_path2 = '第29组-电动车销量排行榜（2024年03月）.csv'\n",
    "\n",
    "# 读取数据\n",
    "data1 = pd.read_csv(file_path1)\n",
    "data2 = pd.read_csv(file_path2)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud\n",
    "# 设置matplotlib的字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "\n",
    "\n",
    "# 数据清理\n",
    "# 转换销量数据为整数\n",
    "data1['销量(辆)'] = data1['销量(辆)'].astype(int)\n",
    "# data2['销量'] = data2['销量'].str.replace(',', '').astype(int)\n",
    "\n",
    "# 转换市场份额为小数\n",
    "data1['市场份额'] = data1['市场份额'].str.rstrip('%').astype(float) / 100\n",
    "\n",
    "# 提取报价中的最低报价\n",
    "data2['最低报价'] = data2['报价'].str.extract(r'(\\d+\\.\\d+)').astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b043fce2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z2+2uenHea6+9hoiICLz88ssoKirCr3/9a6xduxbLli1DdnY2du7ciZCQEKjVajgcDlgsFvT29kKv1+PUqVOuILinpwdffvkl3njjDXz++ef47W9/60orb2lpgclkwrlz5/Dll1/it7/97aDvgc1mQ29vL+rq6lwfmzlzJmbOnImHHnoIX3zxBcLCwly3GwwGt8e6EUIIIcOhoJsQQggRSHR0NH7xi18gOTnZVb88koSEBDz++OO4++67MX36dCxdunTY+/IB8/mB83CSk5Pxl7/8BQ888IDrY+cHx9999x2WLl2KzMxMLF682PXxqVOnoru7G8HBwQPu39vbi56enkEn+FarFR0dHXj77bexevVq1NXV4a677oJSqcScOXOwZ88eFBYWYtu2bXjrrbdQVlaGxsbGAfXsvO+//x4A18Dt7rvvhkajwfXXX4+ioiJkZ2e77ldcXOz6fs2ePRs//elPBz2W3W7HF198MaC2/Hz33XffgH8vWLBg2PsSQggh7mBYlmXF3gQhhBBC+hQXFyM6OhqxsbHD3mf79u1YtWoV6urqXI3NPKG+vt6jjwdwKdomkwmBgYGj3s9iscDhcECpVA7o5m632/HZZ59h5cqVCAoKGvLzDx06hIyMDMTExAx5+x133AGDwTComdxwnnjiCXzyyScoKChw6/6EEELIUCjoJoQQQohfaG1tBcuywwblhBBCiBAo6CaEEEIIIYQQQgRCI8MIIYQQQgghhBCBUNBNCCGEEEIIIYQIhIJuQgghhBBCCCFEIDQybAIcDgfOnTuHkJAQ18xSQgghhBBCCCG+j2VZGI1GTJo0CQrF8OfZFHRPwLlz50ac9UkIIYQQQgghxLfV1tYiKSlp2Nsp6J6AkJAQANw3OTQ0VOTdDM1qtWLnzp1YsWIF1Gq1T65J68l7PTHWpPXkvZ4Ya9J68l5PjDVpPXmvJ8aatJ681xNjTVpPfAaDAcnJya64cDgUdE8An1IeGhoq6aA7MDAQoaGhXv2D4801aT15ryfGmrSevNcTY01aT97ribEmrSfv9cRYk9aT93pirEnrScdopcbUSI0QQgghhBBCCBEIBd2EEEIIIYQQQohAKOgmhBBCCCGEEEIEQkE3IYQQQgghhBAiEAq6CSGEEEIIIYQQgVDQTQghhBBCCCGECISCbkIIIYQQQgghRCAUdBNCCCGEEEIIIQKhoJsQQgghhBBCCBEIBd2EEEII8Wl2B4vDVe042srgcFU77A5W7C0RQgjxIyqxN0AIIYQQIpQdRQ3YtK0YDXoTACW2lOUjIUyHDauzsXJmgtjbI4QQ4gdEPelua2tDWloaqqurXR8rKirCggULEBERgQcffBAsy4p2GyGEEELka0dRA9ZvLXAG3H0a9Sas31qAHUUNIu2MEEKIPxEt6G5tbcXVV189IOA2m81YvXo15s+fj/z8fBQXF+Ott94S5TZCCCGEyJfdwWLTtmIMdSmd/9imbcWUak4IIURwogXda9euxdq1awd8bPv27dDr9Xj22WeRkZGBJ598Eq+//rootxFCCCFEvo5UtQ864e6PBdCgN+FIVbv3NkUIIcQviVbT/corryA9PR2/+c1vXB87fvw4Fi1ahMDAQADA7NmzUVxcLMptQzGbzTCbza5/GwwGAIDVaoXVap3YN0Qg/L68uT9vr0nryXs9Mdak9eS9nhhr0nryW6+hs9vt+1mtoR5f3xe/p/60nhhr0nryXk+MNWk98bm7N4YVuYiZYRhUVVUhNTUV999/P0wmE/75z3+6bo+JiUFpaSmeeOIJr94WERExaK8bN27Epk2bBn38vffecwXuhBBCCBFfmZ7BP4qVo97vnmw7ssIoxZwQQsjY9fT04Oabb4Zer0do6PAXcCXVvVylUkGr1Q74mE6nQ09Pj9dvGyrofuSRR3Dfffe5/m0wGJCcnIwVK1aM+E0Wk9VqxVdffYXly5dDrVb75Jq0nrzXE2NNWk/e64mxJq0nv/XsDhYf/XUvmgzmIeu6GQDxYVrcc+PFUCoYj6/vi99Tf1pPjDVpPXmvJ8aatJ74+Mzn0Ugq6I6MjERRUdGAjxmNRmg0Gq/fNhStVjsoSAcAtVot2V8Enhh79PaatJ681xNjTVpP3uuJsSatJ5/11AA2/mAGfrm1YNBtfIi9YfUM6LRDv+Z7bB8+9D31x/XEWJPWk/d6YqxJ64nH3X2JOjLsfAsWLMChQ4dc/66urobZbEZkZKTXbyOEEEKIvK2cmYCfX5Q26OPxYTq8uC6H5nQTQgjxCkkF3RdffDH0ej22bNkCAHj66adx+eWXQ6lUev02QgghhMifTs29ps9N7isD+/SuCyjgJoQQ4jWSSi9XqVR45ZVXcPPNN+PBBx+E3W7Hnj17RLmNEEIIIfJ3uoGrt1s9exJa2/Wo62bwXXkrrpufJPLOCCGE+AvRg+7zm6evWbMGZWVlyM/Px5IlSxATEyPabYQQQgiRt9MNRgDAtPhgZIezqOtm8G1pCwXdhBBCvEb0oHsoiYmJSExMlMRthBBCCJEnfY8V9Z29AICpcSGYHu7AznoF9pW1wO5gBelaTgghhJxPUjXdhBBCCCGecqaRSy1PDA9AWIAak0OAUJ0KnT1WHKvtFHdzhBBC/AYF3YQQQgjxSXw99/SEEACAkgEuzIwCAOwpaRZtX4QQQvwLBd2EEEII8Ul8Pff0hL7O5RdlRQMAvi1tEWVPhBBC/A8F3YQQQgjxSacb+ZPuvqD7YmfQfaJOj9Yusyj7IoQQ4l8o6CaEEEKIz7HZHShpHHzSHRuiRbbz33vptJsQQogXUNBNCCGEEJ9T3dYNs82BALUSkyMDB9y2dCo3HvTbEgq6CSGECI+CbkIIIYT4nGJnPffU+BAozhsNtnRqLABgr3N0GCGEECIkCroJIYQQ4nPONAyu5+blpIQjxDk67Hhdp5d3RgghxN9Q0E0IIYQQn8OPC8t2jgvrT6VU9HUxpxRzQgghAqOgmxBCCCE+Z6hxYf0tncKlmNO8bkIIIUKjoJsQQgghPqWj24JGgwkAMG2YoPsSZzO1E/V6tNHoMEIIIQKioJsQQgghPoVPLU+JDESwVjXkfeJCdZieEAqWBfaVtXpze4QQQvwMBd2EEEII8SnFriZqg+u5++sbHUYp5oQQQoRDQTchhBBCfApfzz0tfujUct7SKVzQvbesFQ4aHUYIIUQgFHQTQgghxKecaRx+XFh/OZMjEKJVob3bghP1em9sjRBCiB+ioJsQQgghPsNqd6CsqQsAkD1K0K1WKnCha3QYpZgTQggRBgXdhBBCCPEZlS3dsNgdCNaqkBQRMOr9L5nC13XTvG5CCCHCoKCbEEIIIT6D71w+LT4ECgUz6v350WHH6zrR3m0RdG+EEEL8EwXdhBBCCPEZpxvcq+fmJYQFYFp8iHN0GJ12E0II8TwKugkhhBDiM4rHGHQDfafdlGJOCCFECBR0E0IIIcRnnGl0jgsbZUZ3f0unxAIA9pa20OgwQgghHkdBNyGEEEJ8QmuXGS1GMxiGq+l2V25qBIK1KrR1W3CSRocRQgjxMAq6CSGEEOIT+Hru1KggBGpUbn+eWqnABZlRACjFnBBCiOdR0E0IIYQQn9DXRM39U27e0qlcivmeUprXTQghxLMo6CaEEEKITzjdwNVzT493v4kab6mzmdqx2k509tDoMEIIIZ5DQTchhBBCfMJYx4X1lxAWgKlxIXCwwN6yVk9vjRBCiB+joJsQQgghsme22VHe3AUAmD5p7EE30Hfa/W0JpZgTQgjxHAq6CSGEECJ7Fc3dsDlYhOpUmBSmG9dj8PO6aXQYIYQQT6KgmxBCCCGyx6eWT0sIBcMw43qM3MmRCNIo0dplwalzBk9ujxBCiB+joJsQQgghsscH3dnjqOfmaVQKXJAZDYBSzAkhhHgOBd2EEEIIkb3TjeMfF9Yfn2L+bSnN6yaEEOIZFHQTQgghRNZYlu0bFzaBk26gb1534dkOGh1GCCHEIyjoJoQQQoisNRvNaO+2QMEAU+ImdtKdGB6ArNhgOFhgH40OI4QQ4gEUdBNCCCFE1oqd9dzpMcHQqZUTfry+0WGUYk4IIWTiKOgmhBBCiKydcaaWT4uf2Ck3j08x30OjwwghhHgABd2EEEIIkTW+c/lE67l5uakRCNQo0dpldp2iE0IIIeNFQTchhBBCZM0T48L606qUWJJBo8MIIYR4BgXdhBBCCJEtk9WOytZuAJ476Qb66rr30OgwQgghE0RBNyGEEEJkq6ypC3YHi4hANeJCtR57XD7oLjjbCX2v1WOPSwghxP9Q0E0IIYQQ2epfz80wjMceNykiEJmxwbA7WOyn0WGEEEImgIJuQgghhMhWsYebqPW3dAo/OozqugkhhIwfBd2EEEIIka0zjVzQ7alxYf31Hx3GsjQ6jBBCyPhQ0E0IIYQQWWJZFqedM7qFOOlekMaNDms20ugwQggh40dBNyGEEEJkqUFvgr7XCpWCQVZcsMcfnxsdFgUA+LaEupgTQggZHwq6CSGEECJLfBO1jJhgaFVKQda4xFnXvYeCbkIIIeNEQTchhBBCZKmvc7nn67l5fF330bMdNDqMEELIuFDQTQghhBBZErKem5ccGYj0mCDYHSy+K5fm6DC7g8XhqnYcbWVwuKoddgc1fSOEEClRib0BQgghhJDxOC3guLD+lk6JRWVLFb4tacaqWQmCrjVWO4oasGlbMRr0JgBKbCnLR0KYDhtWZ2PlTGntlRBC/BWddBNCCCFEdnotdlS1dQMApgmYXg4AS6c667olNjpsR1ED1m8tcAbcfRr1JqzfWoAdRQ0i7YwQQkh/FHQTQgghRHZKmoxgWSA6WIPYEJ2gay1Mi0SAWokmg9mV0i42u4PFpm3FGOoSAP+xTduKKdWcEEIkgIJuQgghhMiOt1LLAUCnVmKxc3TYnlJpdDE/UtU+6IS7PxbcSLUjVe3e2xQhhJAhUdBNCCGEENnxZtAN9KWYf1vS7JX1RtNsHD7gHs/9CCGECIeCbkIIIYTIjjfGhfW3dIpzdFhNB4wm8UeHuZtSL3TqPSGEkNFR0E0IIYQQWWFZFme8MC6sv5SoQKRHB8EmkdFhC9MiERagHvV+5S1GSTV/I4QQf0RBNyGEEEJkpa6jF0azDWolg4yYYK+te4krxVz8uu6atm70WuxD3sb0+/+PfnYKv/ngGLrNNu9sjBBCyCAUdBNCCCFEVvjU8szYEKiV3nsrs3Qql2L+bYm4o8MsNgd+88ExWOwOTI0LRnzowBTy+DAdXvxxDn6/ahqUCgb/OXYOP/jHfpQ0SqPzOiGE+BuV2BsghBBCCBmL067Ucu/Uc/Py0iKhUyvQaDChpMmIafHeSW0/3/Nfl+JEnR5hAWq8dcdCxIbocLC8GTv3HcaKi/KwODMWSgV33p2TEoF73itERUs3fvjP/XhizSz8aH6SKPsmhBB/JcmT7nfeeQcpKSkIDg7G5ZdfjurqagBAUVERFixYgIiICDz44IMDrjILcRshhBBCpIc/6c72Uj03T6dWYnE6NzpMrBTzQ5VteHFPBQDg6WtnISEsAEoFg7y0SMyPZpGXFukKuAEgNzUSn//6QlyUFQ2T1YEH/n0cv/vo+LCp6YQQQjxPckF3RUUF/vCHP+Czzz5DcXExJk+ejJ/85Ccwm81YvXo15s+fj/z8fBQXF+Ott94CAEFuI4QQQog0nW707riw/i6ZIt7oMH2PFb/94BhYFrgxNxlXzkpw6/OigrV46/aFuG/5FCgY4MP8OlzzwneoaOkSeMeEEEIACQbdhYWFWLRoEXJycpCSkoLbb78dpaWl2L59O/R6PZ599llkZGTgySefxOuvvw4AgtxGCCGEEOnpMttQ09YDQJygm6/rzq/27ugwlmXx+09PokFvQmpUIP60OntMn69UMPj1ZVnY+tM8RAdrcabRiB/8fT+2HT8n0I4JIYTwJBd0Z2dnY9euXSgsLIRer8c///lPLF++HMePH8eiRYsQGBgIAJg9ezaKi4sBQJDbCCGEECI9Jc5T7rhQLSKDNF5fPzU6CKlRgc7RYW1eW/ejo3X4/GQDVAoGf1s7D0Ha8bXlWZIZjS9+fSHy0iLRbbHjV/8qxKOfFcFso3Tz/uwOFoer2nG0lcHhqnbYHVR+SAgZP8k1UsvOzsaPfvQj5OTkAADS0tJw+PBhPP3000hLS3Pdj2EYKJVKdHR0wGAwePy2iIiIQXszm80wm82ufxsM3Au/1WqF1eq9q91jwe/Lm/vz9pq0nrzXE2NNWk/e64mxJq0nnfVO1nUCAKbFhYzp8z35NV6UFY3qtrPYfaYRl02NEny9mrYebPzvKQDAvcsykB0fNOhxx7JeRIASb92Wg827K/Diniq8c6gGhWc78LcbZyMlMtCtPcnpd2asvjzVhCe+OINGgxmAElvK8hEfqsUfV03DFTPiBFvXl7+n/rCeGGvSeuJzd28MK7HOYYcOHcJ1112HTz/9FNnZ2Xjqqaewc+dOLFu2DFarFc8++6zrvsnJyTh06BA2b97s8dsSExMH7W3jxo3YtGnToI+/9957rtNyQgghhAjnw0oFvmtS4PJJDqye7BBlD8UdDF4+o0S4hsXGHDsYZvTPGS+7A/jbKSVquhhkhrK4O9sOhQfXK+5gsLVcgW4bgwAli5szHZgdKam3hl51vI3BG6V8Imj/bzT3PbljigNzovz3+0MIGainpwc333wz9Ho9QkOHL3mS3En3Bx98gLVr12LhwoUAgCeeeAIvvfQSfvSjH6GoqGjAfY1GIzQaDSIjIz1+21AeeeQR3Hfffa5/GwwGJCcnY8WKFSN+k8VktVrx1VdfYfny5VCr1T65Jq0n7/XEWJPWk/d6YqxJ60lnvbdeOQxAj1UXzMGq2e41EpvomudbZrXjrSd3o9PiQFbuRZgSN3h0mafWe+7rctR0VSJUp8Ibv1iChDDdkPcb73qrAPxYb8K9HxxHYa0er5cocceSyXhgRdaIM9Dl9DvjLruDxVN/3QvAPMStDBgA25sC8bsfXzygQ7yn+OL31J/WE2NNWk98fObzaCQXdNtsNnR0dLj+bTQa0d3dDZVKhUOHDrk+Xl1dDbPZjMjISCxYsACvvfaaR28bilarhVarHfRxtVot2V8Enhh79PaatJ681xNjTVpP3uuJsSatJ+56DgeLkiau4/aspIhx7dUTX6Narcai9CjsKW3Bd5UdmJE09PuGia53pKodL+2tBAA8ee0spESPPpd8POulRKvx4S+X4M87zuDVfVV440ANjtXp8Y+bczApPMDj602EkOvlV7Q5U8qHxgJo0JtRWGfE4oyhywo8wZe+p/64nhhr0nricXdfkmukdsEFF+CTTz7Bc889h/feew9r1qxBXFwcfv3rX0Ov12PLli0AgKeffhqXX345lEolLr74Yo/fRgghhBBpOdvegx6LHRqVAmnRQaLuZelUfnSYMPO69b3ceDAHC1yXk4SrZ08SZB2eWqnAH67Kxsu3zEeIToWCs524avM+7BZhNJpYmo0mj96PEEJ4kjvpvvHGG1FSUoLnn38eDQ0NmDlzJj755BOo1Wq88soruPnmm/Hggw/Cbrdjz549AACVSuXx2wghhBAiLacbuDS+qXEhUI2Q+uwNS6fGYtO2Ynxf3Y4usw3B4+wmPhSWZfHHz4pQ39mLlMhAbPrhDI899miumBGP6fGhuPu9Apys1+P2N7/H3Zdm4LeXTxH9ey602JChU/fHez9CCOFJLuhmGAYbNmzAhg0bBt22Zs0alJWVIT8/H0uWLEFMTIygtxFCCCFEOvige3rC6GnWQkuLDsLkqEDUtPXgQHkrVsyI99hjf3asHtuOn4NSweD5tXM9GtC7IyUqEB+tX4z/9/lpbDlYg3/urkB+dQf+ftM8xIbqBozTiqpqx+LMWEFqnL1tYVokEsJ0aNSbMFSrNAZAfJgOC9OGLycghJChSC7oHk1iYuKQncWFuo0QQoh/89UAQ46KG4wAgOkJ0mheunRKDN4+WINvS1s8FnSfbevBo585x4NdloWclMEjTL1Bq1LisR/OxILUSDz88QkcrmrHqs37sC5vMj7Ir0WD3gR+nFZCmA4bVmdj5Uz3G9tJkVLBYMPqbKzfWjDoNv4Zv2F1Nj3/CSFj5tt5QoQQQsgE7ChqwIXP7MK6N/KxpUyJdW/k48JndmFHUYPYW/NLZxr5k26JBN1TYwEAe0pa4IkJrDa7A7/5oBBdZhsWpEbg7kszJ/yYE7V6ziT891cXYlp8CFq7LHj+mzJnwN2nUW/C+q0FPvG8WDkzAQ9cMXXQx+PDdHhxXY7sLywQQsRBQTchhBAyhB1FDVi/tcCnAww5MZisqOvoBQBMj5dG0L0oPQoalQL1nb0ob+6a8OP9fVc5Cs52IkSrwrM3zJXMiWpGTDA++uUSBKiHbjTLX27YtK0Ydof8Z1jHBA+cVHPD/ETsf2gZBdyEkHGjoJuQMeifZnq4qt0n3lwQQgazO1hs2lY8ZF2nrwUYcnHGmVo+KUyHsEBpjI4J0CixKJ0bHTXRLuZHa9rx911lAIAnrpmJ5MjACe/Pk07W69FrtQ97OzdOy4QjVe3e25RAylu4CyhqJXfRo9dql8wFEEKIPFHQTYibKM2UEP9xpKp90Al3f74UYMhFXxM1aZxy8y6Z4hwdVjr+0VpGkxX3vs+NB7tmXiJ+OFd6fWb8aZwWn7WwxDmLu6xp4lkMhBD/RkE3IW6gNFNC/Is/BRhyIdWgm5/X/X1VB7rNtnE9xp/+cwp1Hb1Iigjw6niwsfCncVp80H3ljDgAQEVrN6x2h5hbIoTIHAXdhIyC0kwJ8T/+FGDIhVSD7vToICRHBsBid+BARduYP/8/x+rxaWE9FAzwt7VzEaqTRur8+fhxWsMlWTMAEnxgnJbJakdtRw8A4OKsaGgVLKx2FtWt3SLvjBAiZxR0EzIKSjMlxP/4S4AhF3YHi5ImflyY+DO6+2MYBkuncF3Mvy0ZW4p5bXsP/vhpEQDgV8uyMH+ydH+f+HFaAAY9L3xpnFZFSxdYFggLUCM6WIMEZ2n9mUajuBsjhMgaBd2EjILSTAnxP3yAMVT+ii8FGHJR3dYNk9WBALUSk6OCxN7OIHyK+bdjGB1msztw34fHYDTbkJMSjl8tE3882GhWzkzAi+tyEB82MMPDl8Zp8anlWbHBYBgGCYHcz7OEgm5CyARQ0E3IKCjNlMgJddj3nJUzE/DTC9MGfdyXAgy54FPLp8SHSPJCx+KMKGiU3Oiwihb30pBf/LYC31d3IFirwvM3zoNKKY+3ZCtnJmD/Q8vw6rp5ro/9954Lfeb5UOEMujNjgwGgL+huoqCbEDJ+KrE3QIjU8WmmjXrTkKdeAKWZEmnYUdSATduKneUQSmwpy0dCmA4bVmf7zBtib3M4Ty0jg9Ro77YiNSoA39x/qSQDP1/GB93ZEkst5wVqVMhLj8S+slZ8W9LsCtiGU3C2A89/w40He+yHM5ASJa3xYKNRKhgsnRqDSC2LdjODipYuxIRoR/9EGeDHhfE/w0nOHw2ddBNCJkIel1UJEVH/Orbh3Ld8Cr0JJ6KiDvvCKDjbCQC4ddFkAEB9p8kViBPvOd3A13NLq4laf/zosD2lI8/r7jLb8Jv3j8HuYPGDOZNwzTzpjQdzV3wA91woa/adkVp8ennGeSfdZ9t70GMZX3d6QgihoJsQN6ycmYBHrx4cePOB9qeF9bDROBEiEuqwLwyT1Y7ic3oAwNWz4xGg5LoYl/tQgCEXUu1c3t/SqVwztcOV7SMGZxv/ewpn23uQGB6Ax9fMBMPI94JtvPMUuMxHUq9tdgeqnF3KM2O4oDtYDUQHawAApTSvmxAyThR0E+KmAI0SAJfeeGuWHVvvyMX/fnUhAjVKHKhow5+/LBF5h8RfUYd9YRTV62G1s4gO1iAlIgCJzv5dp84ZxN2Yn+nssbh+v6fFSzO9HAAyYoKQFMGNDjs4zOiw/504h4+O1kHBAM/dOBdhAdIcD+auBOdJd6mPBN1n23tgtbMIUCuRGB7g+viUOC4AL2mk5z4hZHwo6CbETUdrOgAAS6fEYH40i7y0SExPCMVffjQHAPDK3kr878Q5MbdI/BR12BdGwVnuOT8vJQIMwyAxiAswTjlPv4l3FDtPuZMjAxAi0RnWgHN0WL8u5uer7+zF7z85CQC4+9JMn+gDEu9MvS7zkRNgPk0+PSYIin4lY1Ni+aDbN75OQoj3UdBNiJsKnEF3TkrYgI9fNTsBd16SDgD43UcnqNkK8TrqsC+MQmc9d05KBAAgyRV002mXN53h67njpZtaznPN6y5tHjA6zO5g8dsPjsFgsmFucjh+fVmWWFv0qDjnYXBbtwVtXWZxN+MB5ed1LudNieMyLEqa6LlPCBkfCroJcUN7twWVzjqvucnhg25/cMVUXJAZhR6LHXe+kw99r9XLOyT+jO+wP1xlKAPqsD9WLMu6TrpzUsIBAInOU73T5wxuz2ImE8fXc0+TcD03b0kmNzqstr0XVa09ro+/tKcCR6raEaRR4m9r50Itk/Fgo9EqgaRw7mKeLzRTq+g3o7u/vvRy+X+NhBBx+MZffUIExp9yZ8UGD1mDp1Iq8PebcpAYHoDqth7c98ExOKhpFfESdzrsb1idTR32x+Cc3oQmgxlKBYNZSVx2S3wAoFEpYDTbUNveK/IO/cfpRmmPC+svUKNyXdzacugsjrYyeO9ILZ7dyfX82PiDGZgcFSTmFj2OPxX2hWZq548L42XFBoFhgNYus0+c6BNCvI+CbkLccNR54jV/csSw94kM0uCldfOhUSnwzZlmbN5V5q3tEYKVMxPw4rocnB9Xh+pUeHFdDs3pHiP+Qtv0hBAEalQAAKWir7aT6rq9w2Z3uDpGS7lzeX9xody86neP1GJLmRIbtp2GneUyJn40P0nk3Xkefyos987eLMu6TrrPD7oDNSqkRHKt2qmEjBAyHhR0E+IGvolazghBNwDMSgrD/1szEwDw/Ndl+OZ0k+B7I4SXmxoJPsFidiQ3wm7+5AgKuMehL7V84HOeP22lum7vqGzthsXmQJBGieSIQLG3M6odRQ34uKB+yNsKz3biy1ONXt6R8Pigu6xZ3sFog96EbosdKgUzZDZCX123vL9OQog4KOgmZBRWuwPHazsBjHzSzbs+Nxm3LJoMAPjNB8dQ7awFJ0Roxc5AMDUqEFckcUH3kap2WGmG/Jid30SNN90ZdPMdtYmw+tdzKyReHmF3sNi0rXjE+2zaVgy7j5UeZcZyAarcO5jzTdQmRwUOWXPPj6ujk24iFXYHi8NV7TjayuBwVbvP/W3xNRR0EzKK4nMGmG0OhAeqkR7tXi3eo1dnIyclHEaTDXe+cxTdZpvAuySk7/Q1OyEEkwKB8AA1ui12nKynVOixMFntrvTxec4marxsZ4ozpZd7B39xY7oM6rmPVLW75okPhQV3mnqkqt17m/KCjBjudVHuHcyH61zOmxpPJ91EOnYUNeDCZ3Zh3Rv52FKmxLo38nHhM7uwo6hB7K2RYVDQTcgo+NTy+c5Zve7QqBR4cd18xIRoUdJkxEMfn6Bux0RwrgAlPgQKBliYxp3SHqxoE3NbsnPqnB5WO4uoII2rjpM3NS4YDAM0GcxolXGAIReucWEyqOduNg4fcI/nfnIRqFEhOZKbHSbnuu6y0YJuZ3p5aaORGqUSUe0oasD6rQWDLvI16k1Yv7WAAm+JoqCbkFHwTdRGq+c+X1yoDi/8OAcqBYP/nWjAa/uqhNgeIS786Wv2JC5AWZzOdVE+UNEq2p7kqKCmEwAwb4gLbUFaFdKcGS9U1y08V3q5DGZ0x4boPHo/OZkSywWkcq7rHq6JGi81OggapQLdFjvqO2l6AREHX8Yy1GUf/mO+WMbiCyjoJmQUfBdjd+q5z7cgNRKPXs2Ncnpq+2kcKKfghwij22xDlbN/AN/sa5FzdFF+dQfMNrtoe5MbVxO1yeFD3j5jEjdCjFLMhdXWZUaz0QyG6aunlbKFaZFICNNhuHwoBkBCmM41UsyXZMbxY8Pke9LNjwvLih36d02tVCDdmUpPdd1ELP5axuILKOgmZATnOnvRoDdBqWAwJyl8XI9x6+LJuDYnEQ4WuOdfhThHV8iJAM40GsCyQGyIFtHB3MiijJggxIRoYbY5XI3ByOiGa6LG4+u6i+mkW1CnnanlkyMDEaRVibyb0SkVDDas5i6ynh948//esDobSok3hBsP/qS7VKb1zu3dFrR3WwDAFVgPZRrVdROR+WsZiy+goJuQEfD13DMmhSJAoxzXYzAMgyevmYXshFC0d1vwy61HYbLSqSPxLD4A5FPLAe53b3F6FADgANV1u+VcZy8aDdyFttlJYUPeZ8YkCrq94bSriZr0U8t5K2cm4MV1OYgPG5hCHh+mw4vrcnx2fB8/Touvi5YbvolaYngAAjXDX+CZ6ixzoJNuIhZ/LmOROwq6CRmBaz73MCde7tKplXj5lvkID1TjRJ0ef/pPETVWIx7F1xfPmDQwQFmSwQXdB6mu2y18avm0+JBh33zz3+Oqtm6aTCAgOQbdABd4739oGbbekYtbs+zYekcu9j+0zGcDboCrg2YY7sRYjg0GR+tczpsaz91OQTcRy8K0SEQEqoe93ZfLWOSOgm5CRsC/AR9PPff5kiMD8feb5kHBAB/m1+FfR2on/JiE8PqC7oGns0syogEAx2o70WOhAHE0fBO1kS60RQVrER+qA8v2BYbE84plGnQDXKp5Xlok5kezyEuL9MmU8v4CNEokR3Cd/uVY1+1+0M39Lla0dMFicwi+L0LO19plhtU+8qGNr5axyB0F3YQMo8dicwUyngi6AeCirBg8cMVUAMCG/xa5gnpCJsJqd7hOXs4/6U6ODEBieACsdhb51fT7NprRmqjx+DR+6mAuDIvNgQpnYys5zOgmQJYzYJVjB3N+z6MF3ZPCdAjRqmBzsK7GlYR4i93B4t73C9FltiEpPADxodoBt6uVDF74se+WscgdBd2EDONEnR52B4uEMB0mhQd47HHXX5KBK2fGw2pnsX7rUbQY5ZeKR6SloqULFrsDwVqV67SJxzAMFmdQXbc7zDa7q057tJISqusWVkVLF6x2FiE6FRI9+PeXCCcrTr7N1EYbF8ZjGAZTnM3UzjTSc5941993leFQZTsCNUps+elCfPfwZdh6Ry6uT7NDrWBgtbOIDNKIvU0yDAq6CRmGq57bQ6fcPIZh8Jfr5yAjJghNBjPufrcAVjulqZHxO1XvbKKWEArFECllVNftnqJ6Ayx2ByKDNEiJDBzxvnzQfaqBxoYJwVXPHR86aFY6kaYpzrFhpTJLL+8223DOOYIpM2bkoBsApsbL9+ICka+DFW3Y/E0ZAODJa2YhPSbYVcZyYTyL6+YnAgBe3Vcp5jbJCCjoJmQYfNA9f4JN1IYSrFXhlVtzEaxV4Uh1O5784rTH1yD+49QQncv740+6T9brYTBZvbYvuSnkU8tTwkcN9Pja+dLGLrpoJoC+JmqUWi4XfAfzcpl1MOfLGKKDNYhw45RwqvPrpGZqxFvausy49/1COFjg+vlJWDMvcdB9bl88GQwDfH26WXbPQX9BQTchQ3A4WFdtZ26q54NuAMiICcZfb5gDAHjzu2p8VlgvyDrE9xU7T1uHC7oTwgKQHh0EBwscqWz35tZkhX/Oz3PjQltSRABCdCpY7A5ZNo6SOn5GtxybqPmrjBh5djDnA5QMN065gb6T7jMUdBMvcDhY3PfhcTQbzciMDcamH84Y8n7pMUG4fHocAOD1/XTaLUUUdBMyhMrWbnT2WKFTKwR903fFjHjcc2kmAODhT07g1DlKVSVjw7Ksq674/CZq/VFd9+gKz3YCcG9EIMMwyHb+bSimDuYexbKsbMeF+bP+HczllHrtbudyHn/SXdfRiy4aGUgE9uq+SuwpbYFWpcA/bp434hz5X1ycDgD4uKBeVhe+/AUF3YQMocCZWj4nKRxqpbBPk98un4JLpsTAZHXgl1uPorPHIuh6xLfUdfTCYLJBrWSQFTt8Km5f0E113UNp0PeiQW+CggHmJIeN/gnoSzGni2We1dJlRlu3BQqm71SRyANf1y2n7I+xBt0RQRrEhnBdo+V0cYHIT8HZDvzlyxIAwIbVMzAtfuSLkLmTIzA3ORwWmwNbDtZ4Y4tkDCjoJmQIrnpuDzdRG4pSweBva+ciOTIAte29+PX7x2B3jDyDkRAeH/BNiQuBRjX8n/RF6VzQfabRiPZuurBzPn4+97T40BFPEvqbQWPDBMGnlqdFB0GnVoq8GzIWfAdzOY0NK28ZW9AN9GumRinmRCD6Hit+9V4hbA4WV89OwE0Lk0f9HIZhXKfd7xysRq/FLvQ2yRhQ0E3IEI6e9V7QDQDhgRq8vC4XOrUCe0tb8NxXpV5Zl8gfn1qePUoabnSwFtOcbxQPVVKK+fncnc/d34xE7nt++pwBDrpQ5jF8avk0Si2XHX5Wt1w6mFtsDtS09QAYY9AdR3XdRDgsy+J3Hx9HfWcvUiID8dS1s9ye4nDFjHgkRwago8eKjwrqBN4pGQsKugk5T2ePxZVu5k5DJU/JnhSKp6+dDQD4x+5yfHmq0WtrE/k65UY9N49SzIfnCrrH8JzPiAmGRqWA0WxDbUePUFvzO3zQPdqFJCI9fAfzsiYjWFb6F6Kq27phd7AI1qoQH6pz+/P4k27qYO4+u4PF4ap2HG1lcLiqnTL6RvDOoRp8eaoJaiWDf9w8DyE6tdufq1Qw+OkFaQCA1/dV0vdZQijoJuQ8fDOl9JggRLoxPsST1sxLxO0XpAIA7v/wOEoajfQiRUbkCroTR69DXpxOzdSGYrbZXbPOxxJ0q5UK14lXMaWYewyNC5MvvoN5R48VrV3SL2Pp61weNKZ58DSre2x2FDXgwmd2Yd0b+dhSpsS6N/Jx4TO7sKOoQeytSU5RvR5P/I8bI/vwldMxOyl8zI9xfW4ywgLUqG7rwVfFTR7eIRkvCroJOY+Q87nd8ftV07EwLRJdZhtWbd5HL1JkWG1dZjQaTADgSh0fSV56FBQMUNnSjSbn5xHuwoXF7kBkkAaTowLH9LlU1+1ZJqsdFS3dAKhzuRwFaJRIieSeQ2UyCEj7mqiN7QJPVmwIGAZo67agxUhdokeyo6gB67cWoEE/8DWnUW/C+q0F9J6mny6zDb/6VyEsdgcunx6HO5yHMGMVpFVh3aIUAFz3cyINFHQTch5vNlEbilqpwHU5SQAw6GSbXqRIf/yoqtSoQLfSz8IC1JjpPBE/SKfdLvy0gnnJ4WM67QL6B93UwdwTypu7YHewCA9Ujyndl0gHP0WhrFn6dd1j7VzOC9AokRoVBIBOu0did7DYtK0YQ+Xo8R/btK2YsvjA1XH/8dOTqGrtRkKYDn/50ewxvx71d9viVGiUChyt6cDRmnYP7pSMFwXdhPRjsztwrLYTgHhBt93B4vmvh26kRi9SE+dLdWV99dzujbgCqK57KK753ON4zme7xobRSbcnuFLL40Mn9IaTiCcrjm+mJv1gdLxBN9A3Ho2aqQ3vSFX7oBPu/lgADXoTjlRRUPjvo3X47Ng5KBUMNt80DxETLG+MDdVhzbxJAIBX91Z5YotkgijoJqSfM41G9FrtCNWpkBEz9hdhT6AXKeH4Wl0ZH+hlu9FEjUd13YPxTdTmpYSP+XOnxXNpps1GM6WZegA/LoxSy+VLLrO6HQ4Wla3jD7qnOmcmlzTSBbfhNBvdK2Ny936+qqzJiA3/OQUAuG/5FCxIjfTI4/7sIm582JfFjahp6/bIY5Lxo6CbkH741PKcyRFQKMQ5ZaEXKWH4Yl1ZsTOleSxB94LUSKgUDOo6elHbTh23G/S9aNCboGCAOeNoWBOkVSEtmksz5dP9yfj1jQujJmpyxaeXlzZLu4N5fWcvTFYHNEoFkiMCxvz5fBPFEolfXBBTbIh7JSLu3s8Xmax23PNeIXqtdlyUFY31l2R47LGnxIXg0qkxYFng9f102i02CroJ6UfsJmoAvUgJwRfrynosNlS2cleu3RkXxgvSqjA3ORwA1XUDfanl0+JDEaRVjesxZrhSzKmueyJYlsXpRhoXJneZsVwH806JdzAva+ayKtKig6BSjv3tMN/BvKzJCIeMXju8aWFaJBLCdBjpCCMuRIuFaZ452ZWjTduKUdJkRHSwFs/eMNfjBz4/v5g77f4wvxYd3dJ9PvoDCroJ6UfsJmrA6C9SDICEMJ1fv0iNlS+m7J9uMIJlgZgQ7ZgvwCyhum4XVxO1caSW86iDuWc0Gkzo7LFCqWDGle5LpEGnlkcH84nUcwNcA0uNSoEeix21HZQ1NBSlgsGG1dkj3kelVKDHYvPSjqRl2/Fz+NeRs2AY4Pkb5yImROvxNRanR2FmYihMVge2Hqrx+OMT91HQTYhTo96E+s5eLs3UeRIohv4vUucH3vy/N6zOhlKk9Hc58sWUfT61fCyn3LxFGX113VJO//QGvp57LPO5z8efytKs7onhU8szYoKgUytF3g2ZCFeKuQyC7oxxBt0qpQKZzt4vJdRMbVgrZybgxXU5CNIMfE7HhmgRolOhvrMXd71bAKvdIdIOxVHT1o1HPjkJALh7aSYuzIoWZB2GYfBzZ2332werYbLaBVmHjI6CbkKc+Dff0xPGn2bqKfyLVHzYwBPMyGANXlyXg5UzE0TamTz5Yso+Xz88njTcnJQIaFQKNBvNrhR1f2S22VFUz30fx9O5nMdf+Khu60aX2T9PbDyBmqj5Dr6ZWqmEx4bxQXfWBLIqpjlTzCnoHtnKmQmuDKuFMQ5svSMXBx+5DO/9bBEC1ErsK2vF7z856TcXgc02ro67y2zDgtQI/ObyLEHXWzUrAZPCdGjtsuCzwnpB1yLDo6Dbh/nSaCRvkEJqeX8rZyZg/0PLsPWOXCQHcVeAf3FROgXc48Cn7A9Hjin74xkXxtOplch1/p77cxfz4nMGWOwORAZpkBoVOO7HiQrWIj5UB5YFzlAztXFzjQujoFv2pjibjJVLtMkYy7ITTi8HgCl80C3hE32pqO/kMsnmRrHIS4uEUsFgVlIY/vnjeVAw3Miszd+Ui7xL73hmewlO1usRHqjG5pvmjaunwFiolQrccWEaAODVfZXUg0AkFHT7KF8bjeQNUgu6AS7VPC8tEnOjuD+Qx+s6xd2QTCkVDH6/avqQt8kxZd9qd7hmw44nvRzoq+s+6Md13QXOJmrzksMnPBOa6ronjoJu38EHslLtYN7SZYbBZIOCgWv6wHhMpZNut9U5696jtAN/H5ZNi8Pja2YCAJ77uhQfHa3z+t686aviJrzxHddJ/P9+NAcJYWPvnD8eNy5IRohWhYqWbuwuafbKmmQgCrp9kC+ORhKayWp3dR6eSG2nUFJDuBepgppOcTciY2olF1SdH1fHhelkl7Jf2dINi82BYK3K1bBorBa7gu42v73qPZH53OfrC7qpg/l4mKx2VDlLHabH07gwucuMDYbC2cG8pUt68+v5U+7kyMAJ9Q/g08srW7thtlGt7HD0vVYYTFzpTeQQvcJ+nDcZ65dyo7Ie/vgE9pf55sXg+s5ePPDv4wCAn16Yhsuz47y2dohOjZvzUgAAr+yt9Nq6pA8F3T7GF0cjecPJej2sdhaxIVokjWNep9CSg7jT2kaDCec6e8Xejix9mM9dPf/5xel45/b50Cm558Bz18+RVcAN9AV20xNCxj1eZHZSOAI1SnT0WP02NbKwZuJN1Hj8rHSa1T0+JY1GOFggKkgjSAdf4l0DO5hLL8W8gk8tj5lYl/z4UB1CdCrYHSwqW/y3P8ZoXKfcQRpohrnG8eCKqfjh3EmwOVj8cutRV+aLr7DZHbj3X4XQ91oxOykMD62c5vU9/OSCVKgUXMnpCcqc9DoKun2ML45G8ob+qeUTTTMVglYJTIvn3hzwc4WJ+5oMJnzrTKe6MTcZi9KjMD2cC7rznT97OZlIPTdPrVS4atj9sa67UW/COb3JY9MK+J9FaWOX33Xh9YT+qeVS/BtMxi4rTrodzMs8UM8NcJ2hqZna6GrbucOCxIjhe6soFAz+/KPZyEuLRJfZhtvf/B4Net85ZHju61Lk13QgRKvC32+aB43K+yFYQlgAfjBnEgDg1X1VXl/f31HQ7WN8cTSSN0ixnvt8c5PCAfSlxBL3fXS0Dg4WWJAagXTnyUZGKBd0H5bhBSj+pDt7nPXcPH+u6y50Po+mxntmWkFSRABCdSpY7A5JnuxJXV/QTanlvoLvYF4mwQ7mEx0X1h/fNM5fM4bcwZ90J4ePXA6lVSnxyi25yIwNRqPBhNvf/B4Gk9UbWxTUvrIWvPBtBQDgqetmYXLU+PsITNTPnOPDvjjZgNp2mi/vTRR0+xhfHI0kNJZlUcCnmUo46J6XzJ2kFVLQPSYsy+Lf+bUAgBtyk10f54PuozUdsjqZZFnWNQ96POPC+luczs0FPVzZDpuMvgee0DefO9wjj8cwjOsiCNV1jx2NC/M9/KzuMgkGo57oXM6jk+7R1XWMftLNCwtU463bFyAmRIszjUbctVXeM7ybjSb89oNjYFng5rwUXD17kqj7yZ4UiouyomF3sHjzu2pR9+JvKOj2MfxopOGS8+Q4GkloNW09aOu2QKNSjLsTtDfMdQYHRfUGatgyBkeq2lHd1oMgjRKrZvXVbscHABGBavRa7ThZL58gqa6jFwaTDWol4zphGa/sSaEI1algNNv8ruu2q3O5BxsnZidwF8b87Xs5USzL4nQjdS73NVn8rO6mLkl1MDeYrGg2cs3dPBF0T43nfmcp6B4ef9Ltbs+cpIhAvPmTBQjUKLG/vBWPyHSGt93B4rcfHENrlwXT4kPwp6uzxd4SAODnztPu978/C32P/DMJ5IKCbh+jVDDYsJp7Ug8XeMtpNJI38KnlsxPDoFWNv4up0FIiAhAZpIHF7nCddJLR8Q3UVs+ZNCCNWMHANav6cKV8Usz5gC4rNmTCNWFKBYNF6VyKuT/VdVtsDteFFk+ddAN9HcypmdrY1Hf2wui8kJQxwcZWRDoyYrgO5vpeK1qM0ulgzp9yx4VqEapTT/jxpjovfnK/xxTADIU/6U4Kd79R7czEMPzzxzlQKhh8dLQOz39dJtT2BPPit+X4rrwNAWol/nHzvAl1yveki7KiMS0+BD0WO947clbs7fgNSQfdDz/8MFavXu36d1FRERYsWICIiAg8+OCDA656CXGbXK2cmYAX1+UgPmxgGk9YgFp2o5G84ehZ6ddzA1z6Kh8gFFAzNbcYTVZ8cZIbkXd9v9Ry3oJUZ9BdJZ+As9hD9dw8vq77gB/VdRc3GGCxORARqJ7QjN7zzUjkfianzxn8dgzbePCp5RkxwaI0FyLC0KmVrtpVKdV1ezK1HODSoeNDufdbUmwaJzaWZV21w4ljCLoB4NKpsXj8h9wM7799U4YPnaViUmV3sDhc1Y6jrQzePliDv+4sBQA89sMZyIyVTr8KhmFctd1vflcFi02+6ftyItlXt6KiIrzwwgt4/vnnAQBmsxmrV6/G/PnzkZ+fj+LiYrz11luC3SZ3K2cmYP9Dy7D1jlzMjuSeTBdnRVPAPQQ51HPz+FRYqut2z/9ONKDXakdGTNCQJ5oLnUF3fnWHbMbo8aeoniqFWJzB1XXnV3f4zQsv/5yfl+LZaQV80Gg021DbQQ1q3MU3UZtojwIiPXxgK6Vg1FPjwvqb4qrrls7FBano7LGi28KVxCWGj72f0M15Kbj7Um6G9+8/OYm9pS0e3Z+n7ChqwIXP7MK6N/KxpUyJJ74oAQsgLy0SP5qfJPb2BvnBnEmIC9Wi2WjGf4+fE3s7fkGSQTfLsrjzzjvxm9/8BhkZ3BNt+/bt0Ov1ePbZZ5GRkYEnn3wSr7/+umC3+QKlgkFeWiQujueCiUNV7T5xku9JBlPfjGJPzOoV2jxn4Ehjw9zDXxW/cUHykMHVtPgQhOhU6DLbZJOy74lxYf1NiQtGVJAGvVY7jvvJ3E5PN1HjqZUKV1Mlqut2X/9xYcS3TOlX1y0Vnj7pBvo3U6Pn/fn4C5CxIVpox5le/UC/Gd53vVsgudfrHUUNWL+1YMiRvUeq2vHlqUYRdjUyjUqBnyxJAwC8tq+S4gMvkGTQ/eqrr+LYsWNIS0vD//73P1itVhw/fhyLFi1CYCA3bmD27NkoLi4GAEFu8yWpISw0KgVajGZUtnaLvR1JKTzbCZYFUqMCEROiFXs7o5qTFA4Fw9WONRlo7NtIypqMKDzbCZWCwTXzhr7KrFQwWJDKNRWUQ4p5e7fF9aLuqdFKDMNgMZ9iXi7974EnFArQRI3Hn9ZK7U2hlFHQ7bv4Zo9S6mBe5sFxYTy+rvsMNVMbhK/nTo4ceVzYSBiGm+G9KJ2b4X3HW9KZ4W13sNi0rRgjhaybthVLMpvu5rwUBGmUONNoxL4y/ykxE8vEh5N6WFdXF/74xz8iKysLdXV1eOedd/D//t//w5IlS5CWlua6H8MwUCqV6OjogMFg8PhtERGD34yZzWaYzX3NQAwG7o2C1WqF1SrN5hlWqxVqBTAvKRSHqzuxv7QZKeHCBpf898Jb35OJrPd9JfdHZl5ymNufL+bXp1GrMSUuBGcajfi+shVXzIgTdD1vEWLN94/UAAAunRqDcJ1iwGP3Xy93chh2nWnGoYpW3LZocN23J3jq6ztRyzV8S4kMgE45/OONdb281Aj870QDvitvwV2XpI55X3L6nWkymFDf2QsFA2THB3n8eT8tjqthPVnfOaHvh5z+jk5kvc7uXtQ46z0zYwIEXd9fvqdSWi8tkqvhLWs2wmKxTKicwxNfn8lqd528pkboRn0sd9fMiOa+ztKmiX2dUvwZTlR1K3chYlKYdkLrKQD8c+0c3PjqEZS3dOO214/g/Z8vQMgIzfC88fUdrmof8oSbxwJo0JtwsLwZeQJMDprI1xioAq6fn4i3Dp7Fy3sqsDgtXND1xkOM9xdj5e7eGFZi+QRbtmzB+vXrUVtbi8jISNhsNsyaNQuNjY24/fbb8eyzz7rum5ycjEOHDmHz5s2wWq0evS0xMXHQ3jZu3IhNmzYN+vh7773nOi2Xqh21DLbXKTEvyoGfTPGPuk13/LNYgVK9Ajek23FBnKSeCsP6oFKBA00KLJvkwA8n089yKHYH8KejSnTZGPx8qh0zI4f/2dYYgWeLVAhUsfh/uXZIubH/N/UM/ntWibmRDtw+1XM/++Ze4P8dU0HJsHh6gR0aaTRYFcTxNgZvlCoxKZDFQ3M8P3qvygg8X6RCqJrF47k02m801UbgOfp++SyrA3jwsBIsGDw234Ywjbj7qe8G/nxChQAli6cW2OGplg4WO/C7I9L5OqXk35UK7G9SYEWiA1elTPx1q90MPHdSCYOVwZQwB+6c5oCY/Re/rmew7ezoL5q3ZtkxP1p67zPbTMAThUo4wOB3s21I9FxvUb/R09ODm2++GXq9HqGhw2dsSe6ku66uDnl5eYiM5K4GqVQqzJ49G9XV1WhpGdg8wWg0QqPRIDIyEkVFRR69bSiPPPII7rvvPte/DQYDkpOTsWLFihG/yWKyWq346quvcNNludj+diHOmnS48spLPNo8aLg1ly9fDrV64uM4hFrP7mDx+6O7ANhx65UXYmq8e+m6Yn99psJ6HPjkFAzqSKxatVDw9bzB02vuLG5C1+HjiAnW4L6bLoZKOfAVuf96UCjxUulu9FjsyJx/kas2z5M89fV99eEJAI1YljMFqy5J99h6LMvi9cq9aDSYEZud5+po7i45/c6c2FEClNbg4hnJWLXK/Zmp7q7XY7Hhb6d2wWBlsPDiyxAdPL7MIrH/znhrvdDJ2UBRKeamRmPVqvleWdPXv6dSW+8f5ftR3daDlFl5uGCMf1vGs95I/neiAThxEtMTI3DVVaO/fo5lzRcq9qOqrQfJM/NwYeb4vk6p/gwn4pN3CoCmVlySOxPL58R5ZL15eQbc/Pr3KNUD+82JeObamUO+rxXq6zPbHPjyVBP+9X0t8t3ssbPiojzBTron+jUetZ3A5ycbUcok4+erZgm+3liI8f5irPjM59FILuhOTk5Gb+/AOo2amhr89a9/xXPPPef6WHV1NcxmMyIjI7FgwQK89tprHr1tKFqtFlrt4DdQarVasr8IvJzUKGhVCrR1W1DTYUZWnPCjC7z9fRnremXnDOi22BGiVWF6YsSYZ5eL9fXlpnHdpk/WGwCFEmqlMJd4xfi99tSanxRyY8Kum5+MAN3wQQ+/3vzJEdhX1oqCWgNmJXv+RfH89cbrtLNecFZyhFuPM5b1lmRG45OCehyp6cQl0+LHtT85/M4cr+NeHOdPjhzXXkdbL0zNjSGrbOlGSXMPEiImVjcq9b+jE1XWwqX6Tp8U5rV1ff17KrX1psSFoLqtB5WtvVg6beL7msjXV9XOpQFnxYaM6THcWXNaQiiq2npQ0dqDS6eP72/oWNbzJCHXq+/kvueTo/u+5xNdb+7kKLzw4xz89O18fHqsAclRwbhv+ZRh7++pr+9sWw/ePVKDf+fXob3bAgBQMFwTTfMw0z8YAPFhOizOjB3z+8yxmMjXeOclGfj8ZCP+d7IRD62ajoSw0Ue7+dLv6ES5uy/JNVK76qqrcPr0abz00kuoq6vD5s2bcezYMaxYsQJ6vR5btmwBADz99NO4/PLLoVQqcfHFF3v8Nl+jVSmQ6xyPdKjSP5oljYafzz03JVzQP4Selh4dhLAANcw2h6sBEenTZDBhd0kzAOD6XPfGdCxK504lpNxMrcdiczVCnCFAw6klztFhByqk+z2YKIvNgRP13JxzIUcE8p3li+n5OaozzhFLNC7Md7maqTWL32SsQoDO5Tw+W46aqfVhWRZ1zhr65MixzegezdKpsfh/a7gZ3pu/KcMH35/16OPzbHYHdp5qxG1vHMEl/7cbL++pRHu3BfGhOvz28ik48PBl+NvauWDABdj98f/esDpb0u8zZyeFY1F6JGwOFm99Vy32dnyW5E66IyMjsWPHDtx///247777EB8fj/fffx+ZmZl45ZVXcPPNN+PBBx+E3W7Hnj17AHAp6J6+zRctTo/Cd+VtOFjZhlsWp4q9HdHxs3rny2A+d38Mw2BeSji+LWlBQU0HZieFi70lSfm4oA4OFliQGoEMN+ewLnSmfB1xjtUTsvxivM40GsGyQHSwFrGhY591Ohq+g/mJOj2MJuuIzWnkqrjBAIvNgfBANdKjhStcmzEpFNuOn6OxYaNwsECJM0ChzuW+K8s5NqxMAmPDhBgXxuM7mEtpJrnYWrssMFkdYBhwp6esZ/s2rF2YgvrOXvx9Vzl+/2kR4sMCcMmUGI88drPBhPe/r8W/jpwd0Cjt4ikx+HFeCi6bFusqXVsZloAX1+Vg07biAfeND9Nhw+psrJyZ4JE9CennF6XjUGU73jt8Fvcsy/TJ9wBik1zQDQCLFi3Cd999N+jja9asQVlZGfLz87FkyRLExMQIepuv4U/zDlW2w+FgoZDwVTdvOCrToBvgZop/W9KCwtpO/ETszUgIy7L4d34dAOD6XPc7kc9OCoNWpUBrlwUVLd2CvCGbqL753MIEJ4nhAZgcFYiath58X92OZdM83xlfbIXO7JZ5yeGCXljhf0Y0Nmxk7Wag22KHRqUQ9CIIEVdWbF8wKuZFTZvdgcpW4U+6S5uMsDtYSZ9segt/yp0QqoNGpYDV6vlmifctn4L6jl58UliPu7YexYe/XOzKNhorlmVxoKINWw/V4KviJticY74iAtW4ITcZN+elYHLU0H+rVs5MwPLseBwsb8bOfYex4qI8wVPKPenSqbHIiAlCRUs3Pvi+Fj+7aPi+MWR8JBl0jyQxMXHIzuJC3eZLZieFI0CtRHu3BWXNXW43DvNFzUYTzrb3gGGAucnhYm9nzOalhAMACpxBBOF8X92BqtZuBGmUuGqW+1eWtSolclIicLCyDYer2iQZdBef49KiswUKugFgSUYUatp6cLCizSeD7gJnw5scAeZz98enSle1dqPLbEOwVnYvtV5R3829GZ0SFzyo2SHxHekxQVAwgMFkQ7PRjDgBMnXccba9B1Y7C51agcRwz6Y6A8DkqCBoVQqYrA7UtvcglS4kodY5ozspQrgJPwzD4OnrZnNjuSrbcPub3+PTuy8Y08+4s8eCj47W4b3DZ11lXACQOzkC6xZNxsqZ8dCpRy89VSoY5KVFou00i7y0SNkE3ACgUDD4+UXpePiTk3jzu2rctiRVsJ5B/oq+m35E06+u+2BFq8i7EVdBTScALh1Mjik0c5PDwTBAbXsvWozm0T/BT3yYXwsAuHr2JASNMdDhU8wPV7Z7fF+eUCzwSTcALPbxum6+pGSewEF3VLAW8c7A4gzVdQ/rXA/3hnR6PKWW+zKdWolU5+mgmKnXfGp5enSwIJl+SgXjSqWnum4Of9Kd5OF67vNpVAq8dMt8TIkLRrPRjNvfPIL2bgsOV7XjaCuDw1XtsDsGjutiWRYFZztw/4fHkffkN3ji89OobO1GsFaFWxZNxo7fXISP1i/BmnmJbgXcvmDNvEREB2tQ39mLL042iL0dnzPmoLu1tRXffvstPvzwQ3zxxRc4deqUEPsiAuFTzA/6eTM1/oRYjqnlABCiU2OKM2WvkE67AQBGkxWfn+BeJG5Y4F4Dtf7y0gfWdUuJze5wvYkbb9qcOxY7/z4UNxjQ4ezM6iuaDSbUd/aCYYA5ycJ9D3n8xRGq6x5evfNAieq5fZ8U6rrLW4RLLedNjeN+l0so6AYA1HnhpJsXFqDGW7cvRFyoFqVNXVj05DdY90Y+tpQpse6NfFz4zC7sKGpAt9mG9w6fxVWb9+PaFw7g44I6mG0OZCeE4slrZuHQ7y/D42tmYpofXgzUqZW4zdnz6dV9lZJ7LyR3bh8F7dmzB5s2bUJHRwcWLFiA6OhoGI1GVFZWorKyErfddhvuu+++YWdcE2ngmyUdrvLvum4513Pz5qWEo6TJiMLaTqyYMbHxJL7g8xMN6LXakRETNK704ZyUCKiVDBoNXOnBcHVbYqho6YbZ5kCQRonJkcK9eYkJ0SIrNhhlzV04XNUmi+Yv7uIvtHkru2XGpFB8c6YZp5xlAaSP3cHicFU7qox96eXEt2XFhuDLU02idjDnT7qzhAy647nHpmZqnNp250l3hLAn3bxJ4QH46YVpePKLM7DYB47watCb8MutBdCpFDA5x3tpVApcPTsB6xZNFrzXh1ysWzQZ//y2HEX1BhysbHNNNiETN2rQbTabsX79etTV1eH555/H7NmzB92nu7sb//d//4fc3Fy8//77yM7OFmSzZOJmJYYhUKNEZ48VZxqNgtaHSpXZZsfJOu6NsJyD7pyUCLz/fa0rZdbf8anlN+Qmj+uFU6dWYk5SOPJrOnC4sl1SQXdxA/f7Oj0hVPALZUsyolDW3IWDFb4VdBc667mFTi3nZTszEuike6AdRQ39Ovxyv8v3//s4Nv1ghk/9vpGB+JPuUhFPuoUcF8ab6jwdPdNIz3sAqHeedCd74aQb4C7ovTnKyCuTzYHUqECsWzQZP5qfhPBAOizsLyJIgxtyk7HlYA1e3VtJQbcHjZpe/vzzzyMjIwM7d+4cMuAGgKCgIGzYsAFvvPEG7r//fkpHkDC1UoEFqVwarb+mmBfVG2CxOxAdrEGKgKeGQuObqZ2o08N23hVdf1PebETB2U4oFQyuyRl/U0Q+xfxwlbTquk/VC1/PzfPVum7+pDvH+bwRGv+zKm0ywmLz7+cnb0dRA9ZvLRgwUgcAmg1mrN9agB1FVEPoq6bEDexg7m0sy6KihatnEDLonuZsUFvd1gOTAJ265cThYPull3vnpPtIVfugvy9DefKaWfjZRekUcA/jpxemgWGA3SUtlLXhQaMG3Q899BD+8Ic/uPVgubm52L59O6VnSByfYn7IT4Nu/mQ4JyVC1r+rGTHBCNGp0Gu1+33Tlg+dY8KWTYtFbMj4O+PmpfHlF9J6bvSNCxO+FnlReiQYBihr7kKzcfQ3L3JgsTlwwpnd4q2T7qSIAITqVLDaWVdaqz+zO1hs2laMocIt/mObthUPanZEfAPfwdzo7GDubY0GE7rMNigVjKBZTLEhWoQFqGF3sKho8e/nfUuXGRa7A0oFg4Qw73Ssd/c1q6WLGtCOZHJUEFY6yxZf21cp8m58x6jp5QaDAddeey2+/vprAMBvfvMbdHZ2QqEYHK8zDINrr70WV111led3SjyGb6Z2uLLNL2dJ+kI9N8CNd5ibHI59Za0orO3EzEThAzIpstod+KSAC7pvGMNs7qHkTI6AUsGgrqMX9Z29goyVGSuWZV11wd4oBwkP1CA7IRSnzhlwsKINP5wr/3GKpxsMMNscCAtQe20eNMMwyJ4UikOV7Th1Tu+XpTz9jXYCxYKruTxS1e66MEx8h1bFdTCvbO1GaZPR62PD+AZuk6MCoVEJN7iHYRhMjQ/Bkap2lDQavXKhVKpcM7rDdF4bCejuRfeJXJz3Fz+7KB3bixrxWeE5PLBiKmJFGvXnS0Z9FoSEhKCqqsr1788//xy/+MUv8NOf/hQ//elP8eMf/xgAsHr1aqxatQqPPPKIcLslHjFzUiiCtSoYTDac9rNxNizL4qjMO5f3xzcMK/Tjuu5dZ5rR2mVBTIgWl06NmdBjBWtVrosXRyRy2l3f2QuDyQZVv3E0QlviY9kwfGr5vJRwrzaPnEF13S7unkD5SnYFGUzMum4+2yQzRvi/oVOdqfQlfp6WW9vu3XpugBv9mRCmw3B/5RlwFwH4EaFkePMnR2D+5AhY7A68fbBalD3wTTeHG/smN6MG3QzDoLe3F9u2bcN//vMf9PT0oLe3F0qlErt378YvfvEL2Gw2TJ8+HVdeeSUWL17sjX2TCVApFa4/OL7yptpddR3cXGu1kvGJk2G+rruwtlPUfYjp384GatfmJHrkavoiic3r5gO2rLgQaFXemRW6xMfquvkmauPpaj8RfF13MQXddAJFXHXdZSIEo94YF8ab6qzr9vexYa4Z3V6q5wa4WekbVnPNnM8PvPl/b1id7XcZnuP184vSAQBbD51Fj8Xm1bV3FDXgwmd2DTn2Ta7ceofa3d2NTz/9FJ999hm6u7vx/vvv46mnnsKHH36I9vZ29Pb24tixY1AoFHj55ZeF3jPxgEXOhlEHfeRNtbv41PKZiWHQqb0TwAhpXjIXRFS1dqPdx+Yqu6PZYMLukhYAwPXzJ5ZazuMvSEmlmVpfPbf30pMXpEVCqWBQ09bjeuMkZ31N1LwbdPMp5cUNBjhkfoV+ougEimTxQbcIPQ7KvdC5nMc3Uyv186CbP+n2xozu/lbOTMCL63IQf14deXyYDi+uy6EpCWOwPDsOqVGB0Pda8W9n7xxvGK7pZqPeJOumm24F3eHh4XjggQfwwAMPIDw8HE899RS2bNmCG2+8EbNnz8aPfvQjvPbaa6ivrxd6v8RDFqdzJ1lHfCBdYyxc9dxefvMtlLBANTJiuBrVY7X+l2L+cUE97A4WuZMjPPZmKjeVayRW1dqNZoP4qa78KWl2gveC7mCtCrOTuEwQuV+YazaaUNfRC4YB5iR7N7slIyYYGpUCXWYban3g4sVE9D+BOh+dQPmHKXF9M6y93cG8wjWjO0TwtfiLC+f0Juh7rYKvJ1V1ndzfvORI7/dGWTkzAfsfWoatd+Ti1iw7tt6Ri/0PLaOAe4yUCgY/dZ52v7a/0ivxgi833XQr6G5pacE999yDe+65B83NzVi+fDnmzJmDTZs2ob29Hfn5+XjssceQkZEh9H6Jh2RPCkWITgWj2eZq0uQPfKWJWn/86V1BTae4G/EylmVdqeUTbaDWX1iA2hXgSuG0u9j5/PTmSTfQV9ct99GC/PNiSmwIQnRqr66tVipcp15U1829Ef7HzfMGnXbTCZR/SIsOglLBwGiyocngve7RHd0WtDkzwTJihW+kGBagxiTnKas/j1sS66Sbp1QwyEuLxPxoFnnO7C0ydj/KSUJEoBq17b348lSj4OsdrGh1u+mm3IwadNvtdiQkJGDXrl3YvXs3EhMT8Z///Ad79uxBcXExnnrqKdjtdrzxxhs4e/Yszp496419kwni/xgB8j/JcleX2YYzjdwb3xwfCrr5EUh8Cq2/yK/pQGVrNwI1Slw127Nv1vtSzMV9bnR0W3DO+eLj7e7XfF33wYo2UebqekqhMwMkZ3K4KOvzF0v86eLmSOLDdGABBGkUuCWTTqD8iValxOQoLgDzZjDK13MnhgcgUDPq0B6PmOLndd12B4tznc5GaiKcdBPPCdAoccviVADAy3srPfp+wGiy4khVO976rgq/++g4rv77Ptz2xvdufa4cm26O+tfHYrEgKSnJ9e/MzEysWbMGKhX3qSzLgmVZ17gwi8WCEydOCLdj4jGL0qPw9elmHKpsw52X+H6WwvHaTjhYrqmHt8eVCIkPJo7XdvrVCLgPv+dOua+enYAgrWffSOWlReHN76pFv5LKn45Ojgr0+int/MkR0CgVaNCbUN3WgzQvjdrytELnSbe35nOfj8+aoJNuzh5nD4alU2KRG1JHJ1B+ZkpsCCpbuLFhF0+Z2LQJd/H13BleqOfmTY0PwbclLX4bdDcZTLA5WKiVDDVH9AG3Lp6Ml/ZU4HhtJ945dBY1rQyiqtqxODPWrb/fLMui0WBC8TkD91+DAafOGXC2ffxlV3L8vRr1nWpAQAD27NmDX/3qV1i9ejW2b98OAOjt7UVOTg5Onz6Nhx56CGvXrsW8efME3zDxHH5e9/fVHbDZHV6boygWX0wtB7gatWCtCl1mG0qbjJjuxdpfsXSZbfj8JNdIw5Op5Tz+pLu0qQvt3RZEBmk8voY7ihuc87lF+Jnq1ErMSwnH4ap2HKholWXQbbU7cKK+E4D3m6jxsp1jw6iDOWdPKRd0X5QVBTR6rzEPkYYpccHYcaovEPYGfka3N8aF8fiyEn8dG1brDKYmhQfQRTUfEB2sxcLUSOwvb8XjX5QAUGJLWT4SwnTYsDp7QKaSze5AZWt3v+Baj+JzBnT0DN3fYFKYDtmTQpGdEIrsSWGYFh+Cta8eQpPeNGRdNwMuY0qOTTdHDbrLy8uRlpaGhoYGsCyLRx99FB0dHWAYBo2Njfj1r3+NEydO4NixY8jKyoLVaqUO5jKRnRCKsAA19L1WnKzXi3YS5C2+GnQrFQzmJIfhu/I2FJ7t9Iug+/MT59BjsSM9JkiQn2dkkAZT4oJR2tSFI1VtoqW+itG5vL8lGdE4XNWOgxVt+HHeZFH2MBGnGwwwWR0I1amQLtJFg+kJIWAYoNloRovRjJgQrSj7kIK2LjNO1HMXki7Kika+8OWBRGIynU3GxEgv90bnch4/Hq2k0ejKBvUndR3en9FNhLOjqAH7y1sHfbxRb8IvtxZg7QLu8KO4wYAzjUZYbI5B91UqGGTGBLsC7BmTQjE9IRQRQxxqbFydjfVbC8AAAwJvuTfdHDXovuaaa3Du3DmoVCokJiYiOjoal19+OVQqFT766CNcccUVmDZtGt577z1cfvnlsFr9t1Oj3Cicdd07i5twqLLdp4Nuh4MVbWyQN+SkROC78jYUnO3AzXkpYm9HcB9839dATag3M3lpUSht6sLhqnYJBN3izJRfkhmF577uq+uW2xvHAueFtnkpEVCI9AIdqOEC/oqWbpw6p8fSqbGi7EMK9pe3gmWB6QmhiPXjiw/+jO9gXtbU5bW/KRVeHBfGy4gJhlLBQN9rRZPBPGh8la+rFWFGNxEG3018KHxA/L7zPRkvSKPE9IRQZE/iguvshDBkxQW7PaqXH/u2aVvxgKZq8UOcrMvJqEH3iRMnUFVVhZ/85CeoqanBwYMHsXnzZlxwwQWw2Wy46qqr0NPTg6effhpr1qzxwpaJJy1Kj8LO4iYcrGzD+qW+W9dd3tIFo8mGQI3SlfblS+alhAMACv2gmVp5sxEFZzuhVDC4NidRsHXy0iPxzqEaHK4Up66712JHpfOExttN1HhzksIRoFairduC0qYuTJXZc6ewthOA+BfaZkwKcwbdBr8Ouvl67ku8VMtLpMfVwdxsQ6PBhIQwYYOybrMN9c6GXt4MunVqJVKjAlHR0o2SJqPfBd2uk+5IOumWuyNV7SN2E+etmTsJK2bEIzshFCmRgRO+0L1yZgKWZ8fjYHkzdu47jBUX5bldQy5VoxbxMgyD9PR0rFmzBhs3bsSRI0dQXl6OFStWYPXq1WBZFoGBgXj88cdhs9m8sWfiQYudY4Hyq9thtQ9OB/EVfGr53ORwn6xdn5fMBRUVLd3o7LGIvBth/TufqwO9dGqsoI00+Hqh040G6IepRRLSmUYDHCwQHawR7VRQo1IgN5X73TpQMTi1TOpc2S0idS7n8RdNihv8t67b4WCxt4yCbn+nVXHBKNBXay2kypZuAEBUkMbrvTmmxXPP+5JG/3ve8zXddNItf+52Cb90WixWzUpAanSQxzLLfG3s26jRR1cXlwJ03333Ye7cuQCAsLAw3HXXXXjjjTdcqUG33XYbVCoVOjs7hdwv8bCpcSGICFSjx2LHiTrfHWnDB925PlbPzYsI0rgaXR1znu75IqvdgY8LuKD7htykUe49MbEhOqRHB4Flgfwa759286nl2ZPCRE3r7j86TE5ajGbUtveCYYA5yeGi7oWvyffnZmrFDQa0dlkQpFH6XF8NMjZZsd6r6y5v4dbwZudy3lTX2DDvNY2TCv6kW6wZ3cRz3D3ckGM3cW8bNeh+/fXXcdVVV8FgGP3NwgsvvICrr75a1jNd/Q1X182ddh+qlNeb6rHgazt9aT73+fgU84KznaLuQ0i7zzSjtcuC6GAtLp0mfJpuXjo/r1u8oFusJmq8JRl9fx/sDvn8bedPubNigxHq5XFr5+Nr8qtau9Fl9s+MML5r+ZLMaGhUvpdtRNzXv65baOUi1HPzXM3UmvzrYpvN7kCjgTsdTaaTbtlbmBaJhDAdhrv0zwBIkGk3cW8b9ZXv3nvvxY033ogFCxbg73//O1pbB6YYOhwO7N69G5dddhkOHDiAHTt2yK7Zjr9bnOHbQXdblxmVrVyKmS83i+O/Nl+u6/4wn2vWcV1OItReKBPgX0QOi/Dc4FORxRgX1t+MSaEI0algMNlkdVIrpcaJkUEaJDhrOk/7aYo51XMTXhbfwbzZCyfdzd4fF8bj+8eUNXXJ6oLlRDXoTbA7WGhUCkQHU8NEuVMqGGxYnQ0AgwJvuXcT9za33rXedtttOHDgAFpaWrBs2TJMmzYNF154IWbPno3MzEy8/vrr2LhxI7Zu3YrgYO//YSMT01fX3TFkm3+5409+p8QFIyxA3BMvIeU4T7qP1XbC4YMv8M0GE3Y737hfL8Bs7qHwWSBF5wxePaG02R040yCNk26VUoE858UHOdV1Fzqf91IIuoG+n+Opet8t4xmOwWTFUedFEAq6CX8CXO7sYC6kMhFPupMjA6FTK2C2OVDT1u319cXSv3O5WFMjiGfx3cTPbwgYH6bDi+tyZNtN3NtG7V7Oi4qKwmOPPYbHHnsMNpsNra2tCA4OpiDbB2TFBiMqSIO2bguO13ViQapvpYj46nzu802NC0GgRgmjyYaKli7XaYKv+KSwHnYHi/mTI7z2BmpSeACSIwNQ296LozUdXgsYKlu7YbY5EKRRIjVKnPnS/S3OiMbXp5txsLINd14i/SkHVrsDJ+o6AYjfRI2XnRCKr083+2UztQPlrbA7WKTHBFE3Y+K1DuYWmwM1bVwAKEbQrVQwmBIXghN1epQ0GpEuwmm7GOraqZ7bF/liN3FvG1d+pkqlQnx8PAXcPoJhGCxKd6aYy6xZkjtc9dwSOfESikqpwOwkrna0wMdSzFmWxYeu2dzCNlA738JU7rnhzRTzU+e409DpCaGSOCng67qPVMljysGZBiNMVgdCdSqkR0vjdSrbWdd9SkYp+p7C13PTKTcBuKkIfAfzUgHrumvaumF3sAjSKF3lHd421VXXLXwqvVTUOU+6qZ7b9/haN3Fvo24mBACwyNkw6qCP1XVbbA4cd554+fpJN9C/rrtT3I142NGaDlS2diNQo8RVsyd5dW2+mdoRLzZTK3Z1Lhc3tZw3NS4EkUEa55SDTrG3Myr+otPclAhJXLQA+tLLS5uMPlnGMxyWZamemwzCp5iXCRiM8vXcGbHBovUa6utg7j9Bdy11LidkSBR0EwB9dd1HazpgttlF3o3nFDcYYLY5EBGodo3U8mX8ab6vnXR/4DzlvmpWAoK1blfFeARfz3y8rhO9Fu88N6TSuZynUDCuC3MHyqV/Ya6viVq4uBvpJykiAKE6Fax2FmVeaCAlFeXNXTinN0GrUrgyqghxNVPzQtAtRmo5zx+DbtdJdySddBPS37iC7mXLlg1721133TXuzRDxZMQEIzpYC7PNgWM+dErav57bH7rq82PDypq7YDBZxd2Mh3SZbfj8ZAMA4MYF3mmg1l9KZCDiQ3Ww2lkU1gp/MYNl2X5Bd5jg67lrMT+vWwbZMFJrogZwZTx85oI/pZjzqeV56VHQqZUi74ZIhWtsWLNw6eXlLRIIup0XF6rbumGy+s6BxkhoRjchQ3Mr6K6rq0NbWxuamprQ2dkJg8GApqYmFBYW4vjx4ygpKcFLL70Ek8mEwsJCofdMBMDVdfteirk/zOfuLzpYi5TIQLAscLy2U+zteMQXJxrQY7EjPSZIlBIBhmH65nVXCp9ifk5vgr7XCpWCQVacNOqRgb667vyaDkm/eWztMuNsew8YBpgroZNuoO8iipxGr00U1XOToWTFCt/BXMxxYbyYEC0iAtVwsH378WVmm901ozuJaroJGcCtoDszMxNJSUmYM2cOnn32WYSHh+Pjjz/GD37wA1xwwQX4/e9/jy1btgAAdDpxmlWQifO1ed0syyK/hguS5kvoxEto/Gl3QU2nqPvwlA/y+QZqyaJlK7jmdVcJ/9zgR0plxgZDq5LOyWB6dBDiQrWw2BySLl/gL7RlxQYjVCetEYF8uYC/BN09FpvrQhUF3aS/tOggqJwdzBv0Jo8/vsPBokICJ90Mw/hVinlDpwksCwSolYgK0oi9HUIkxa2ge/HixViwYAH+85//gGVZKBTcp/3jH//AvHnzkJ2dDZVKRQG3zC121tsVnO2U9EmWu87pTWgymKFSMJidFC72dryGT6n1Riq00Mqbu3C0pgNKBYNr5yWKtg9+Xnfh2U7Bex5IMbUc4N48LuFTzCU85aDAmVo+L1l6F9pcJ90NBjgcws4nloLDle2w2B1IDA9ARozv99Qg7tOoFEh19lkRoq67vrMXJqsDGqUCKSKPqfOnDub9Z3T7Q0kfIWMxppruoZ5A9KTyHWnRQYgNkf5Jlrv4eu4Zk0IRoJHOiaHQcvp1MJf7G/t/O0+5L50ag9hQ8S7qZcQEITpYA7PNgRN1ekHXkloTtf74C3PSDrr5kpJwcTcyhIyYIGhUCnSZbTjb3iP2dgTnSi2fGkPvFcggfF23EGnX/GOmRgdCpRS3Z/DUeO5v+Rk/OOnm67mTRb7QQYgUTegv0bFjx9DZ2Ymqqip0dnZi586dMBp9/4+Kr2IYpl+KuffGIwnF3+q5edMSQqBTK6DvtaKqrVvs7Yyb1e7AxwX1ALjUcjExDNOXYi5w+cXpBmmNC+uP//twrLYT3WabyLsZzGZ3uEaaSamJGk+lVGCaM9W0uMH3U8ypnpuMJDNWuA7mUuhczpsaz+2h1A+C7tr2vpNuQshAEwq6t2/fjnPnziE/Px8NDQ148cUX0dLS4qm9ERHwJ1mHJHyS5a7+ncv9iVqpwOzEcAB9Fx7k6NuSFrR2mREdrMWl02LF3o4rxfywgPO6O7otqO/kTgqkGHQnRwYiOTIANgeL76uld2HuTKMRJqsDIToVMkRsnjSSGa4O5sJmTIitpq0bVa3dUCkYVxM+QvrjT7pLm4Q76RaziRqPn0neaDBB3+MbU0WG4zrpps7lhAwyoaD7kUcewfTp03H99ddj+vTp+PTTT5Genu6pvRER8HNUC2s7vDaTWAg9FpvrJMnfgm6gr5laoYw7mPOzua/LSYRa5PRAAK4O5kdrOmC1OwRZg/+dTYkMlFwTMN6SdOnWdfOp5XOTw6FQSDOdOdtZ1+3rY8P2Ok+550+OQIhEf5eJuPhgtLzZ8x3MXePCnGuIKUSnRmI4d/Lr63XddR100k3IcCb8TpZhGKrV8iGTowKREMbNJJZzXffxWj3sDhaTwnRICPO/P/7znKm1cj3pbjaasLukGQBwfW6SyLvhTIkNQXigGj0WO4rqhTml5E8/sxOkd8rN41PMpTha0FVSIsHUct4MP5nV3b+em5ChpEZxHcy7PNzBnGVZSZ10A+jXwdy3n/e1NKObkGG5FXTX1NSgtrYWb731FgC4rkhu27YN586dQ1NTE1iWhd0u35NRwuHmdUu/WdJo+popSffNt5BynCfdpU1GdEmw9nY0nxTUw+5gkZMS7qr7E5tCwWBBKnfafUSgFPNiCTdR4/FBd1G9XnKpknxmh5Sf99PiQ8AwQIvRjGaj50clSYHZZscB5+sH1XOT4WhUCqQJ0MG8tcsCfa8VDAOkS6RrPh90+3IzNZPVjhajGQCQHOl/hx2EjMatoHvt2rW44447EBsbi4svvhhdXV3IysoCy7K49NJLkZmZCbPZ7Aq+iby5OhRL8CTLXf5az82LDdUhMTwADhY4IbMUc5Zl8aGza/mNC8RtoHa+PNe8bmGCblfn8kTpBt1xoTpkxATBwXpnbrm7WrvMqGnjUhvnJoeLu5kRBGpUSHcGGr46r/todQd6LHbEhGglnbVBxJflrOsu82Bdd1kzF9gmRwRCp5bG5BJ+bJgQTeOkgq/nDtaqEBZAJSWEnE/lzp2efPLJAf++9957sXz5cixfvtz1sd/85jdQq9XQ6327OYw/4E+yjtd2osdiQ6DGrV8TyXA4+lLj/TXoBri67vrOXhTWdmJJZrTY23FbwdkOVLZ0I1CjxFWzJ4m9nQH4ZmrfV7XD7mCh9GDdcK/FjgpnHaLUZnSfb0lGNCpaunGgog0rZsSLvR0A3Ig8AMiKDZb8G74Zk8JQ0dKNU+cMWDpV/CaBnsanll+cRaPCyMiyYkMANHo0GK2QUOdyXv+TbpZlffJ5UUczugkZkds13TZbX4rqgw8+OOh2tZp7k/Pll196YFtETEkRAUgM5zoU51fLrya4srUbnT1W6NQKTPfjU5YcmdZ18w3UrpqVgGCttC74ZE8KRYhWBaPZ5hrt5SklTUY4WCAqSIPYEK1HH9vT+kYLSuekm7/QxjcRlDK+fMBXT7qpnpu4i2+mVubBWd1SGhfGy4gJhkrBwGiyodHgm2UldVTPTciI3HpHq9frkZubi40bN+Laa6/Fzp07sXfv3kFXshiGwSWXXIJbb71VkM0S7+Druj8uqMOhyjZcLLOaPD7InJMULomu12Lp38FcLlfWu802/O9EAwDgBomllgOAUsEgNzUCu0tacLiqHTMTPXci7WqiNilU8j8rvu/DmUYjWrvMCNOK/zyTQxM13gxXB3Pfywxr1JtwptEIhgEuklGGDREHPzaM72Duib99rs7lEmmiBvTVr5c1d+FMo9EnG7zWUudyQkbk1julsLAw/OUvf8EzzzyDPXv24Pjx41i0aBG++uor5OXlYefOnVi4cCHi4uKwfv36AafiRJ6k3KF4NP5ez82bMSkMGpUC7d0WV62r1H1R1IQeix3p0UHIlejPbyE/r9vDzw1XPbfEU8sBIDJI48oikcJpt83uwIk6LoCVchM1Hj+DvbqtR5aNDkfCjwqbkxSOiCCNyLshUje5Xwfzcx7qYO466Y6TTtAN9O9g7pt13a4Z3ZF00k3IUNwKuo1GI1atWoUDBw4gNzcXSUlJuPPOOxEREeH631/+8pd47LHHcPfdd1PQ7QMWOWcSn6jTy+5N4VGq5wbAXVmf6XxzL5fxbx8X1AMArs9NluxpLz+v+/vqdjgcnmsceUoGncv7W+K8MHdAAlMOzjQa0Wu1I0SnktTp1nAigzRICNMBgMfLFMTmSi2XWYYUEYenO5gbTFY0GbgO2lJKLwf6NVPz1aC7nU66CRmJW0F3VFQUYmNjkZKSgilTpgx7P5VKhT//+c/Q6XQe2yARR1JEIJIjA2B3sMivFqZTsxA6eyyuq9zzZJBmKjQ+1ZZvMiVlTb3A0bOdUCoYXJeTKPZ2hjUrMQwBaiU6eqweq0O02R044wy+smUSdC+W0GjBQudFpbnJ4VB4sLmdkFzzugWa+S4Gm92BfWVUz03GxlXX7YGgm2+iFhuiRahOWg0VfX1smOukm2q6CRmSW0G3xWJBZ2cnKioqcPbs2UG3S/VEikzMojT5pZjzwWV6TBAiKbXRdeFBDifdh5u5P0eXTo1BbKh0L9yplQpXFoWnRmZVtXbDbHMgUKNEWpQ05sqOZmF6JBQMt/cGD6WFjleB83kvpwtt2a66bt856T5e1wmDyYawADXmJIWLvR0iE54cGybFJmq8afHchbbyli7Y7A6Rd+NZ3WYb2rotAIAkmtFNyJDcCrpZlsXmzZuRmZmJ8vJyHDlyBEuWLEFFRcWA/+X/I77B1aFYAidZ7nLVc8vozbeQciaHA+CurPdYpFkmYHew+K68Fd81cRfvrstJEnlHo/P0vG4+8JqeECqbk9pQnRqznIGVUHPL3cVfVMqRQedyHj+/2peC7j0l3Cn3RVnRHh2nR3wbNzYMKPVA5pCUg+6kiAAEapSw2ByolkmfFXfVd3Kn3GEBasllGBAiFW51Lzcajfj666+xd+9eTJ8+HTt27IBWq4VCMTBmZ1kWvb29gmyUeB/fofhkvR5GkxUhMvhDSk3UBkoIC0BCmA4NehNO1OldP1Op2FHUgE3bip0npdyb9E3bisEwwMqZCeJubgR56XwztXaPdNx1dS6X2Yi7JRlROF7biYOV7bhEpOSEtn6NAucly+d5z6eXlzUbYbE5oFGJ3wF+oqiem4yHq4N508RnWEs56FYoGGTFheB4bSdKGo2S3ON41VHnckJG5darfGhoKD7++GPs3LkTCoUCCQkJmDt3Ltrb23HmzBnMmTMHra2tmDlzJhYvXiz0nomXTAoPwOSoQDhYrmmU1NnsDhyr7QQA5KbK58230FyjwyRW172jqAHrtxYMSk1uMpiwfmsBdhQ1iLSz0c1O4jrDt3aZUdnaPeHHK26QVxM1Hl/XfaiyHaznesqNCf+cz4wNRlig9C8M8pIiAhAWoIbVzqKsWf41nm1dZpxw1qdT0E3GIjU6CGolg26L3XViOl5SHBfW3zRn/XqJB+rXpaS2nZ/RTUE3IcNx+9I6wzB47LHHAAAXXHABLBYLGhsbUVlZCYvFgqeffhq/+tWvBNsoEUf/N9VSV9LUhV6rHWEBaqRHS/MFVww5EqzrtjtYbNpWjKHiNP5jm7YVw+7B7uCepFMrMS85HABwZIKp1SzLympcWH+5qRFQKYBzehP2NDA4XNXu9Z/ZsVrnqDAZpZYD3GuqL6WY7y9vBctyJRJS7slApEet7OtgPpHmlCarHbXODtpSPUWe4hobJv/nfH/8STc1USNkeG4F3WvXrsVTTz0FpVIJANBqtVi9ejWeeeYZvPXWW7j66qvR1dWFl19+Gb///e8F3TDxLte8bhnUdfPNlHJS5NPB2Bv6n3SzYh1HnudIVfuIzbdYAA1604QDWiH1pZhP7LlxTm9CZ48VKgXjaigkF3tLW6BwpoJ+WqPEujfyceEzu7yapVDoPOmWUxM1Hp/ZUOwDQTdfz02n3GQ8+LruiXQwr2rthoMFQnUqxIRoPbU1j5rmDLpLPdA0TkropJuQ0blV033ttdfi8ccfR09PD4qKimC32/HQQw9h//79aGxsxNq1awEANTU1iIqSVs0omRi+BvjUOT30vVaEBUg3fZMPuqmee6AZk8KgVjJo7TKjrqMXyZHiX4luNrrX7drd+4mhfzO1idQh8gFXZmwwdGqlx/YnNL484PzLOI16rjzgxXU5gtfl21ngRB1/0i2/5322jwTdDgeLvWUUdJPxy4oLBk5OLBjtX88t1ak6/Hi06rZu9FrsCNDI52/+SOo6nSfdEnh/QYhUuRV033DDDbjhhhvw6KOPYunSpXjuueewdOlS9Pb2or6+HpdcconQ+yQiiQvVIT06CJWt3fi+qh2XZ8eJvaVhuU66KegeQKdWIntSGI7XdqLgbIckXhRjQ9xLP3X3fmLISYmAWsmgQW+a0MUMVxM1GdVzj1YewIArD1ieHS9oF+uGHqDX6kCIVoUsiaaTjoQvJyhuMMDhYGWboVPcYEBrlwVBGiVd9CTj4olZ3VJuosaLCdEiKkiDtm4LypqNmO0jo/X6TrrFf39BiFSNqV3q448/jh07duCWW26BUqnE1VdfjTvvvFOovRGJWJQh/XndnWYuTVepYGg+7BByJNZMbWFaJGKCh0//YwAkhOmw0HmaLEUBGqXrDdOhCTw35FjPLZXygGojF6TOlWlJSUZMELQqBbrMNpxtl+8IIb5r+ZLMaJ/owk68j+9gXtbcNe4yKFcTNQkH3QAw1VXX7RvN1AwmK/S9VgCUXk7ISMb86pibmyvEPoiE8SnmUq7rruri3nBPTwhBkNatBA6/wte7FkqkmZpSwWBy1NBXxPnQacPqbMnP+l3ogXndxefk17nc3bT/kiZh06b5oFuO9dwAoFIqXDWecm6mRvXcZKImR3EdzHsm0MG8vEkeQTd/qu8rQXd9B/fzigzS0PsvQkZAl6TJqBalc4HF6UYDOnssIu9maFXON9/zZfrmW2j8SfepcwaYrHZxNwPgeG0n8p0z1aODNQNuiw/TeaUe2BP4uu7xnuh29lhcbzCny2hGt7tp/xv/W4zVf9+Pv39ThpJGo8cb+fEX2+bJrHN5f3xZAV9mIDcGkxVHnRfzKOgm4zWgg/k46rptdgeqnOMbM2NCPLo3T+MvtPnK2DC+YzydchMyMrokRUYVG6JDRkwQKlq6cbiqHVfMiBd7S4PwJ15Uzz20xPAAxIRo0WI0o6hej9xU8dK2WZbFk1+cBgBcl5OEP/9oNg6WN2PnvsNYcVEeFmfGSv6Em5ebGgkFA5xt70GDvhcJYWN708GfcidHBki6SeH5FqZFIiFMh0a9aci6bgDQKBlY7CxO1utxsl6Pv35VitSoQKyYEY8V2XGYlxIxoZ9zW7cFrSbn8z5Zvs/77ElhAGpds9rl5kB5K+wOFukxQZLoF0HkKysuBKVNXShtMuLSabFj+tzajl5Y7A5oVQokSjz4m+Jj6eV1zpNuGhdGyMjopJu4Rcqjw0xWO2q5C9zUxGcYDMO4TrvFnte9u6QZh6vaoVEpcP+KKVAqGOSlRWJ+NIu8tEjZBNwAEKxVYWYiV4t9eByz7F313AnyqecGuPKADauzAfSVA/AY53+bb5qH/D9ejj9fNxuXTYuFRqVAdVsPXtlbiR+9dBB5T36NRz45gd1nmseVfXHc2bU8PToIYYHyuWBxvhmT5D2rm6/nplNuMlFTYsc/TotvopYeEyz51xA+vbzZaEZHtzSzB8eitoNOuglxBwXdxC2L06MBTKxhlBDsDhYf5NfBwTKICFAjPlS63a7Fxte9FtR0irYHm92Bp744AwC444I0TAqX/4t03gTquvnTTTl1LuetnJmAF9flID5s4HOuf3lAdLAWNyxIxus/WYDCR5fjxR/n4Jp5iQjVqdDaZcG/jtTi9re+x/zHv8Ld7xbgP8fqYTBZR13b7mDx+QluFnhShA52hzTmz4/H9PhQKBigxWiW9Ii8obAsS/XcxGP4ZmrlzWM/AeaDbjlMMQjWqpAcyb32+UKKOX/SnUSZLoSMSPJB98qVK/HWW28BAIqKirBgwQJERETgwQcfHFAfKMRtpE+es677TKMR7RK5MrujqAEXPrMLT3xRAgDo6LXioj/vxo6iBpF3Jk38HOOCsx2i/Z5/dLQOZc1dCA9UY/3SDFH24Gl5aVwWyOGqsV+Q4ut45dRErb+VMxOw/6Fl2HpHLm7NsmPrHbnY/9CyIevxg7QqXDkrAc/dOBdHH12OrT/Nw62LJyM+VIduix2fn2zAve8fw/zHv8Itrx/GO4dq0DhEh3T+ef/fE40AgL1lbbjwmV2yfd4HaJRIj+ECBbmddpc3d+Gc3gStSuFquEnIeGX162DuGOOFNDmMC+tvqg81U6OabkLcI+mg+91338WXX34JADCbzVi9ejXmz5+P/Px8FBcXu4JxIW4jA0UHa11XoY+MI7jwtB1FDVi/tWDQ2KJGvQnrtxbI9g24kGYlhkGlYNBsNOPcCOOehNJjseHZr0oBAL9aliWrGuaRLEiNBMMAlS3dYzqpNFntqGjh6iLkNC7sfOMpD1ArFbgwKxqP/XAmDj6yDP+95wLcc2kmsmKDYbWz2FfWikc/K8Kip77BD//5HV74thzlzV0++7zPdjbRK5ZZ0M2nluelR0GnVoq8GyJ3E+lgLpdxYbypPtJMjWVZV/dyqukmZGSSDbrb29tx//33Y+rUqQCA7du3Q6/X49lnn0VGRgaefPJJvP7664LdRgZbLJHRYXYHi03biods4MR/bNO2YlmnnAohQKN0dcgWY3TY6/uq0Gw0IzkyAOsWpXh9faGEBaoxLZ77vn5f5f739UyjEXYHi6ggDeJCh59Z7usYhsHspHA8cMVUfHXfJdh1/yV45MppmD85AgzDdbr/844SXP7sHtz9XqFPPu/5TAe5Bt2UWk48Qa1UID2aP+12PxhlWRYVMjvp9pWxYYZeG4xmGwA66SZkNJLtXn7//ffjmmuuQW8vdwXt+PHjWLRoEQIDuStps2fPRnFxsWC3DcVsNsNsNrv+bTBwb5CsVius1tHrEMXA78sT+8udHI63D9bgQEXriI/nyTWHcriqfdBJV38sgAa9CQfLm131tp4k9Ncn5Hpzk0Jxsl6P/Ko2XDF96DfKQnx9bV1mvLSnAgBw32WZULAOWK0OQdcciafXWzA5HKcbDDhY0YIV06PdWu9kLRegT4sPgc1m88g+RlpPSJ5cLzlcizuWpOCOJSloMZrxzZkWfH26GfsrWkcMqOX8vJ8ax41KKqrXD1pHqj/DHovN1ePjgvSIMe/T21+fGGvSemOXGROEkiYjzjTocVHGwOfxcOs16E3oMtugVDBIDNV4dD9CfU8zo5013Y1GWCwWMAwj6HrDmeh6VS3c++DoYA2UGPi6LsR6Y0V/Z2g9b3B3bwwrwSLm3bt347bbbkNRURF+/etfY+nSpTh58iRMJhP++c9/uu4XExOD0tJSPPHEEx6/LSJicBfsjRs3YtOmTYM+/t5777kCd1/WZQX+kM9dp3ki14YQkbKDj7Yy2FI2eirjrVl2zI+W3K+3qPJbGLxTrkRqMIvfzvLevO6PKhXY16RAchCL+2bZIfHmsmN2rI3Bm6VKJASweHiue9/XDysV+K5JgcsmOfCDySO/USHAoSYG/6r0zed9/7+tzyywQSfZy+F9TnUweOWMEpFaFn+aZwfjY89pIo4dtQy21ymxMMaBH2e693fxTCeDF08rEatj8Yd53ntdmwibA/jdESXsLIMNOTZEyjTZ6XgbgzdKvf+eghAp6enpwc033wy9Xo/Q0OF79Ejupd1kMuHOO+/Eiy++OGDjKpUKWu3Av0o6nQ49PT2C3DZU0P3II4/gvvvuc/3bYDAgOTkZK1asGPGbLCar1YqvvvoKy5cvh1o98Sj5ndoDONPUhdCMHFw5c+h53Z5e83xRVe3YUpY/6v1WXJQn2ImXkF+fkOvNbO/BO8/tR32vApetWA6tanCFiae/vqrWbhw8fAAAiydvWIBF6YN/JnL+ngJAXrcFbz79LRp6GSxeejkiAjWjrvfGy4cB6HH1BXOwavbgxmMTIffv51Ciqtrxr0rffd7/vXQPGg1mJM9ejAWpEZL/GeZ/fgbAWayYnYyrrsoWfD1PkPr3lNYDFKeasP394+jVhGPVqkVurddysAY4XYLZqbFYtWqeR/Yx2pqe8HLVAZQ2dyExewEunRoj+HpDmeh6Dd9VA6WlmJGWgFWrZgu+3ljR3xlazxv4zOfRSC7ofvzxx7FgwQJcddVVAz4eGRmJoqKiAR8zGo3QaDSC3DYUrVY7KEgHALVaLdlfBJ6n9rgoIxpnmrpwpKYTP5iX7JU1z7c4MxZhAWroe4dO52DAjS1anBkr6LxOb//cPbFeemwoooI0aOu2oLSlx9XRXKj1AOC5bypgc7BYNi0WF02NG/G+cvyeAkB8uBpZscEoa+5CYZ0RV8wY+oIUv57dwboa6MxKjhTsa5br93MoizNjkRCmQ6PeNGRdt9yf9zMTw9BoaEZpczeWZMUKvt5w3F1vfzmXWn7ptLgJ7U+M10+pfk9pPWD6pHAAQHlzN5RKFRRDPJfPX6+qjStDzIoPldXf0mkJoSht7kJFay9WzBz42HL5GTbouZLLyVFBY/p8uXx9clqT1hOPu/uSXCO19957D//5z38QHh6O8PBwvPfee7jrrrvw9ttv49ChQ677VVdXw2w2IzIyEgsWLPD4bWRoizO4ZmqHKsc+k9hTCs92oNs8dA0s//K8YXW2oG+85YphmH7zuoVvpna0pgPbixqhYICHr5wm+HpiWsjP63bjuVHV2gWT1YEAtRJp0UFCb80nKBUMNqzmTlTPf2b7wvM+29nBXg5jw2raulHV2g2VgsGSDBoVRjwnNSoQGqUCvVb3O5jLaUZ3f64O5o3Sf84PxzWjmzqXEzIqyQXd+/btQ1FREY4dO4Zjx47hBz/4AR577DHs3bsXer0eW7ZsAQA8/fTTuPzyy6FUKnHxxRd7/DYytLw0bjxSeXPXmMYjeUptew/ufOcobA4W85LDER+qG3B7fJgOL67LGXJOMOHMSwkHABTWdgq6DsuyePKL0wCAG3KTXd1afVWes7v/kerRu/vzgdX0hBDZBoliWDkzAS+uy0F8mO897/kO5nIIuvc6u5bPnxyBEJ00Tx6IPKmUCqTHcBci3e1gXiGzcWE8flb3GRl3MK/toBndhLhLcunlSUlJA/4dHByM6OhoREdH45VXXsHNN9+MBx98EHa7HXv27AHA1Xt7+jYytPBADabHh6K4wYBDle34wZxJXlu7y2zDz97OR1u3BTMTQ/Huz/OgVSlxsLwZO/cdxoqL8gRPLfUFfEp5ocAn3V+easLRmg7o1Ar8dvkUQdeSAr6OuPicAQaTFaEjBCN8YCXn+dxiWTkzAcuz433uec8H3WXNRlhsjkGn+VLiGhU2lUaFEc/LjA3GmUYjSpu6sGzayCVJHd0WtHZZAAAZMTILup0n3ZUt3bDaHVArJXcONiKWZV0n3cmRdNJNyGgkF3Sf76233nL9/zVr1qCsrAz5+flYsmQJYmJiBL2NDG1xRpQz6G7zWtBtd7C491+FKGkyIjZEi1dvzUWghvv1zUuLRNtpFnlpkbJ/4+0Ns5PCoGCAc3oTGvWmQaeGnmC1O/DnHWcAAD+/KB1xoZ5fQ2riQnVIjQpEdVsP8qvbR3yzyM9jzp4kzQaMUqdUMD73vE8MD3D1qihrNmJKjDTfxJptdhyo4LI5aD43EQKXFdWA0qbRT4DLnafck8J0CNJK/i3tAInhAQjSKNFtsaO6tRtZMssGa++2oMfCTS6YFO77r/GETJS8LqsBSExMxA9/+MMhg2MhbiODLXKm0R6qGD2N1lOe2XEG35xphlalwKu35iIhjFKZxitIq8K0eC7YKzwrzGn3+9/XorK1G1FBGvzi4nRB1pCivDTuuXG4avi6bpZlceqcHkDf6SYhDMMgO0H6KeZHqzvQY7EjJkTr2i8hnjQljjuxLmvqGvW+fD13hsxSywFAoWAwha/rduMCg9Twp9xxITpoVVSWSchoZBd0E/EtTIuEggEqW7vRZBC+rvvD72vxyt5KAMBfb5iDOcnhgq/p64Ss6+4y2/C3r0sBAPdenuVXNZ956aM3U2vQm9DRY4VSwfh8nTsZG/4iTLGEg24+tfzirBgwNJybCIA/8S1v7oLDMdSsgj580C23em4eX9ddIsO6bqrnJmRsKOgmYxYWoHbVoh6qFPa0+3BlG/7w2UkAwG8uz8LVs71XQ+7LcgTsYP7K3kq0dlmQFh2EmxamePzxpYzvYH6yXj9sh33+FDMrNhg6NZ0OkD4zEvmTbr3IOxke1XMToU2OdL+DueyD7nj5NlOjem5CxoaCbjIui5wnegcFTDE/29aDX249CqudxdWzE3DvZVmCreVv+JPuE/V6WGwOjz1us8GEV51ZCb+7YqrsGsNMVFJEIBLDA2B3sCgYJnXfVc9NqbnkPNkJ3MXM4nOGUU/4xNCoN+FMoxEMA1yUGS32doiP6t/BfLS6blfQLbMmajw+6Hanfl1q6uikm5Ax8a93xMRj+uZ1CxN0G0xW/PTt79HRY8WcpDD83/VzKJXRg9KigxAeqIbF5sDpBs+lsj73dRl6rXbMSwnHypnxHntcORktxZw/xaQmauR8GTFB0KoU6LbYUdvh3oxib+JHhc1JCkdEkEbk3RBfxqeYl45Q191jsblOwuXWhIzHp5efbe9Bj2Xo7Cipqm3nZ3RT0E2IOyjoJuOyIJWr665u60GD3rNvDm12B371XiHKmrsQH6rDK7fmUhquhzEMg3nO2vjhTmTHqrzZiA++PwsA+P2q6X57kYQfHXa4augLUjQujAxHpVRgmvPkq9iDF8M8xZVaTl3LicCmONPFR5rVXdnSDQCIDNIgUqYXgaKCtYgO1oJlR77AIEX8SXdyBKWXE+IOCrrJuITo1JiVyAUNnk4xf/KLM9hT2gKdWoHXbsv1i3FTYnDN6z7b6ZHHe3r7GThYYEV2HBakRnrkMeWI72B+vFYPk9U+4LbOHqvrZIbSy8lQsp0XY4obpJVuarM7sK+M6rmJd2S50cFc7qnlvKnx3P5LZVTX3X9GdxIF3YS4hYJuMm6LBEgxf+/wWbzxXRUA4Lkb5mJmIp0GCiVnsrOZmgdOug9VtuHr081QKhg8dOW0CT+enE2OCkRcqBYWu2PQBQ2+WU5SRADCAv2nqztxn6uDucROuo/XdcJgsiEsQI05SeFib4f4OHc6mPOn4HIcF9bf1DjuOS+nZmotXWaYbQ4oGCCBZnQT4hYKusm48fO6D3oo6D5Q0Yo//acIAPDAiim4claCRx6XDG12UhgYhutA2mwc/+g3lmXx1BenAQA3LUxGhsxPHSaKYRgsdM3rHvjc4AMpms9NhsPX+p+W2En3nhLulPuirGgoFf5ZOkK8p38H87ph+hvIvXM5b5oMm6nx9dwJYQF+1zCVkPGiZwoZtwWpkVAqGNS297pqe8arqrUb67cWwOZg8cO5k3D3pZke2iUZTohO7WriMpEU889PNuB4nR6BGiXuvWyKh3Ynb3xd95Gqgc3U+JRhqucmw5keHwoGQEuXBfsbGRyuaoddAp3MqZ6beFP/DubD1XX7StA9RYZjw6hzOSFjR0E3GbdgrQqzk/h53UN3anaHvpfrVK7vtWJucjieuW623zbh8jZ+dNh4g26LzYE/7ygBANx5cQZiQrQe2pm88SP1Cs52DBjJxp9eUj03Gc6e0mYonCfJ/65SYt0b+bjwmV3YUdQg2p7ausw4Uc913aegm3jLlBE6mFvtDtS0cYGf7INuZ/16a5cZbd0WkXfjHqrnJmTsKOgmE+JKMR9nMzWb3YF73itAZUs3JoXp8Mqt86lTuRfNS5lYXfe7h2twtr0HMSFa/OyiNE9uTdYyYoIRFaSByerAibpOAIDFDlS0ct12ZyRS0E0G21HUgPVbCwadbDfqTVi/tUC0wHt/eStYFpieEIpYamxJvCSL72A+RNp1TVs3bA4WgRolJoXJ+3cyUKNCSiQXvI7UOE5K6KSbkLGjoJtMyOL0iTVTe+x/xdhX1opAjRKv3bYAsSHyfvGUmxznSfeJuk7Y7I6R73weg8mKzd+UAQB+e/kUBGlVnt6ebHF13fzoMC4LpKEXsDtYRAZpEE+BCzmP3cFi07ZiDJVIzn9s07ZiUVLN+XpuOuUm3uSa1T1Eenn/1HJfyIyb6kwxL5FJXTd/0p0cSSfdhLiLgm4yIbmpEVApGNR39qK2fWx13VsOVmPLwRowDPDcjXNdDYSI96RHByNUp4LJ6hhzPdlL31ago8eKjJgg3JCbJNAO5SvvvKC7vpt7YzhjUqhPvEkknnWkqh0N+uEbGrIAGvSmQX0ChOZwsNhbRkE38T4+7XqoDua+Mi6MxzdTK2uWx0k3/36PTroJcR8F3WRCAjUqzEkOBzC2FPN9ZS3YtK0YAPC7K6bhihnxQmyPjEKhYDDXNa/b/RTzBn0vXt/PjXZ7+MrpUFH30kH4DuZHq9thsztQ5wy6qZ6bDMXdCQITmTQwHsUNBrR2WRCkUWK+c8wgId6QEhkIjUoBk9UxqIM5H3TLfVwYj69fL5FBernDwaK+k066CRkreqdMJmysKeblzV24612ubvHanET88pJ0IbdHRsGnmBeMoZnaX3eWwmxzYGFqJC6fHivMxmRuWnwIwgLU6LbYUdxgdJ10U0YHGYq7pTXeLsHhu5YvyYyGRkVvGYj3qJQKpEdzHczPH6dV5iOdy3n8SfeZBiPyW6QztWAoTUYTrHYWKgVDpVKEjAG9gpIJ6z+vm2VHfpHo7LHgZ29/D6PJhtzJEXjq2lmUaiuyeWM86T7dYMDHBXUAgEdWTaOf3zAUCgYLUrkU84OV7TjnrL6gcWFkKAvTIpEQpsNIz6aIQLWrV4C3UD03EdOUIeq6HQ4WFS2+FXTztdwmmwPvlEtjasFw+KyDSeEBUCro9Z8Qd1HQTSZs/uQIqJUMGvQm1wiPoVjtDqzfWoDqth4k/v/27jw8yvLe//hnsrOThABhkR2E1gWQRRarqBQVxBarvyrWpVardavWqtjrVHrUQls5oFXUuiB60Lba6hEr4lJxpezIJoQlEkjYErIRkkwy398fYQbCIlmeyTPPzPt1Xb1qZob5PHcycyffube2zfT0NYOVnMBO5W4789DygOz8MuWXVpz08dPe/Vpm0iWnZYYKdhxfcF336yt2qjLgU7PEOPU4NHIDHCk+zqffThggSScsvPeX+TXni+wmu6bicr+WH/owjqIbbgiu6z5yV+/conKV+wNKjPepWxRMb16wNk+3z1t5zO1un1pwIuxcDjQMRTcarVlSvAZ2rSm+TjTF3Mz0X2+t05db89UiKV7PX3eW2rXkTOdI0KZZYmi04GTndX+WtU+LNu1VYrxPvx7XrwmuztuGHTqvO/vQh1Gd2vJHCk5s3HczNXvyIHU86gikzDYpOqdvO0nSf89fr4f+b12TTD39YvM+VQdMPTNasHYTrgjuYJ51xEh3cJS7e3oLz+8nEsmnFpxITkHwjG5+nwH14e3eChFjeM/gNNrjF91zvsjWq0u2y+eTHv/xQJ3akXWtkSS4rntlzomnmAcCpt+/u0GSdPWwbuqWzojtyeQUlNUatdyy90DEThlEZBj33Ux9dt8YvXLDWfpJn2q9csNZ+uy+MXrp+qGacvGpkmr605tfXq6yyqqwXsvHTC2Hy4JndR+5g/mWvQckRcfU8kg9teDbBEe6u6byQRxQHxTdcMTwXoc3Uzt6XffHG/fov+fX7FQ+5aL+Or9/hya/Pny74DTxFd8UnvAx/7c6V+tyi9UqOUG3j+ndRFfmXQvW5um2eSuPGcGI1CmDiBzxcT4N65Gmwe1Mw3qkKT7OJ5/Pp5vO6aUnrxqkpIQ4fbBht3787GLtLTn5kpCGMLPQJmoU3XBLt/QWoR3Mcw7tmB0suvtEQdEdqacWfJvQSHcaI91AfVB0wxGDTklVUkKcdhdXhKbSSlLW7hLdPm+lAiZdcVYX3Ti6h4tXiRMZdKjoXr2j8LjT2Mr91frjexslST8/t5fSWRrwrbw4ZRDecMnpmXr1Z8OU2jxRq3cU6QdPfa7Ne0pO/g/rKWtPqfKKypWcEBfaLBNoavFxPvU6dBb35kPruoNFdzQcFxappxZ8mx2FjHQDDUHRDUekJMZr4KENuV5dmqPl+3x6f/1u3TBnqUoqqjS0R5oevoydyiNVn/Yt1So5QWWV1dp0nHNCX/7yG+0sPKiOrVN0w0g+ODkZL04ZhHcM7pamf9w6Ut3Tm2vH/oP64VNf6MstdTuysa6Cu5YP65mulEQ2vIR7gpupbd57QGbS5ijaufxkpxb4VLOnQ1OfWnAiVdUB5RbW/G7rQtEN1AtFNxyT0apm9PPFL7Zrbla8bn11tXL2H1R6yyQ9PXkwZ7xGsLg4n8449KHJqh2Fte4rLKvUEx9lSZLuHttXzZL4A/xkvDhlEN7So10L/ePWkRrcLVXF5VX6yQv/0T9X7nDs+ZlajkjRN7SZWqlK/FLRwSr5fAqNgHvZt51aEPz6txMGRMzRXLuKy1UdMCXFx6l9K2a8AfVBFQRHLFibp/lfHX+Nan5ppZZsc3YUBs47vJlaUa3bn/z3ZhWXV6lfh1aaNKiLC1fmPV6cMgjvSWuRpP+9cZguOS1T/mrTL/+6Wk98mHXMvhr1VVZZFZqFQdENtwVHtLP2lGr3wZris0tqs6iZgXGiUws6tknR7MmDNO67mS5d2bGCZ3R3Tm2muAj5IADwCopuNFpw/eqJ+MT6VS8Ibqa2OqcwdFtOQZle+uIbSdL9F58aMZ+2RzqvTRmEd6UkxuuJHw/Uzef0lCQ99v4m3ffGV/JXBxr8nIu35quyOqDObZupVwanFMBdwZHuLXsPaFdNzafeUTDKfaTgqQUvXTtIib6av5VmXz04ogpuqeZvAonjwoCGoOhGo7F+NTqceWh6+dZ9ZTrgr7ntsYUbVVkd0Ihe6TqXEa8689qUQXhbXJxPD1zcX/992XcV55P+tmxHzX4a5f4GPV9wPff3+mWwDwdcd0pacyUnxKmiKqD1+2tej9Gwnvto8XE+jejdTqe2rSm6T3QEq5uCI92s5wbqj6Ibjcb61eiQ2iJJPdJrfpF+mBun15bm6M1VuZKkBy7qzx/f9eSlKYOIDtcM76bnrj1LzZPi9WnWPv3o6S+Ve+iYpfpgPTciyZE7mG8sit6iO6hvm5qi+/PN+1y+kmPl7GekG2ioBLcvAN7H+tXosGBtnnYV15z5+2FunD78vw2SpCHdU3ValzZuXppnjftupi4c0FFfbt6jhZ/+R2NHD9PZvdszwo2wGXNqB/3t5rN1/Zyl+npXiX7w1Od64boh+k6nur2Hv8kvU3Z+mRLifBrRi6PCEBn6dGip9XnFqrZg0d3K5SsKn36HRrqXZBeo3F8dUWvXgyPdXdMY6Qbqi5FuNBrrV71vwdo83fLKCh30Vx9z39Ls/Vqw9vib5OHk4uN8GtYjTYPbmYb1SKPgRth9t3MbvfmLkerboaV2F1foiqe/1L837qnTv/300Oja4G6papWSGM7LBOrs6JHtHu2id6+B9ilSh9bJqqwKaPk3+92+nFp2hqaXM9IN1BdFNxqN9aveFtwI70Tb3LERHuA9nds20+u3jNDI3uk6UFmtG19apnn/2X7Sf/dJVk3R/b1+TC1HZFiwNk8vfLat1m2XPP5p1H4Y7PMpNMvkswiaYu6vDiiviKIbaCiKbjiC9avexUZ4QHRqnZKoF68bqssHd1F1wDTln2s0fcHXCpzgA7SqgLR4K0eFIXIEZ2HtL6u9KeCuonLd8sqKqC28R/asmRkYSeu68wrLFTApOSFOGS05oxuoL9Z0wzGsX/UmNsIDoldSQpz+ePnp6praXP/zwSbN/niLduw/qD9efvoxa0W3lPh00B9QRqtkDchs7dIVAzW+bRaW6fAsrAsHdIy6vzPOPjTSvWZnkQrLKtW2eZLLV1R7EzU2VgXqj5FuOIr1q97DRnhAdPP5fLrzgj567EdnKCHOp7dX5+qa5/+j/Qcqaz3u60PHMZ3Th6PC4L5YnoXVvlWy+nZoKTPpyy2RcXTYjkNFN5uoAQ1D0Q3EODbCA2LDpMFdNPeGoWqVkqCl2fs1afYX+ib/gKoDpv9sK9CKfTW9wOg+7Vy+UoBZWCN717wPI2Vdd04B67mBxqDoBmIcG+EBsWNE73Z645YR6ty2mbbuO6BLHv9MQx/5QJNfWKZCf817/Pf/2hC1a2XhHbE+C2vUoaI7UtZ1h0a6UxnpBhqCohsAG+EBMaRvh1b6560j1DWtmUorqpR/1DTzPSUVUb1JFbwh1mdhDeuZrvg4n7Lzy5RTUOb25YTO6O5C0Q00CEU3AEk1hfdn943RKzecpZ/0qdYrN5ylz+4bQ8ENRKH0ljXnAB9PcOMqjgqEm2J9FlbL5AQN7NpWUmSMdh+5kRqA+qPoBhDCRnhAbFiyrUC7iytOeH80b1IF74j1WViRsq67oqo61F+wkRrQMBwZBgBAjIn1TargHbF8HOmoPu0068MsfbElX4GAKc6lNu88NLW8eVK8UpsnunINgNcx0g0AQIyJ9U2q4C2xOgvrzK5t1SIpXgUHKrVhV7Fr1xFcz901tTnHCQINRNENAECMifVNqgAvSIyP07Ce6ZLcXdfNem6g8Si6AQCIMbG+SRXgFYfXdee7dg2hkW7WcwMNRtENAEAMivVNqgAvCJ7XvWRbviqqql25hsPHhTHSDTQUG6kBABCjYnmTKsAL+nZoqXYtk7WvtEIrvinU2b3Sm/wagueEU3QDDcdINwAAMSxWN6kCvMDn82lUb3fXdR8e6WZ6OdBQFN0AAABAhHLzvO6DldXaV3rojG6KbqDBKLoBAACACBUsur/aUaiig/4mzd5ZWDO1vFVKgtpwRjfQYBTdAAAAQITq1LaZema0UMCkxVubdhfznAKmlgNOoOgGAAAAIlhwF/OmXte9gzO6AUdQdAMAAAARzK113aEzuhnpBhqFohsAAACIYMN7pivOJ23de0C5hQebLDeHkW7AERTdAAAAQARr0yxRp3dpK6lpp5iHRrrTGOkGGoOiGwAAAIhwbqzrzilgpBtwAkU3AAAAEOEOr+vOl5mFPa+0okr7y2qOKKPoBhqHohsAAACIcIO6tVVKYpz2lVZo0+7SsOftPDS1vG3zRLVK4YxuoDEougEAAIAIl5wQr6E90iU1zS7mTC0HnEPRDQAAAHjAqN41RXdTrOsOntHNcWFA40Vk0f3WW2+pZ8+eSkhI0LBhw7RhwwZJ0tq1azVkyBClpqbq3nvvrbWeJRz3AQAAAJEiuK578dZ8+asDYc3KOTS9nJFuoPEirujesmWLrr/+ek2bNk07d+5Ut27ddOONN6qiokITJkzQ4MGDtWzZMq1fv15z5syRpLDcBwAAAESS/h1bK61Fksoqq7UqpzCsWaGRbo4LAxot4oruDRs26NFHH9UVV1yhDh066JZbbtGyZcv07rvvqqioSDNmzFCvXr306KOP6vnnn5eksNwHAAAARJK4OJ9G9Dq0rjsrvFPMcwoY6QackuD2BRxt/Pjxtb7euHGjevfurdWrV2v48OFq3rzm07bTTz9d69evl6Sw3Hc8FRUVqqioCH1dXFwsSfL7/fL7/Y1uezgEr6spr6+pM8nzdp4bmeR5O8+NTPK8nedGJnneznMjs655Z/dI1fyv8vRZ1l7ddm6PsOUFR7o7tkpy5HsQqd9PL2eS5766XpvPIngRc2VlpQYMGKBf/vKX2rp1q8rLy/Xkk0+G7s/IyNCmTZv08MMPO35famrqMdfz0EMPaerUqcfcPm/evFDhDgAAAIRLfrn0u5UJipPp90OqlRKGIbSyKumBpTVP/IehVUqOdz4DiAZlZWW66qqrVFRUpNatW5/wcRE30n2k3/zmN2rZsqVuuukm/eY3v1FycnKt+1NSUlRWVqaEhATH7zte0f3AAw/o7rvvDn1dXFysrl27auzYsd/6TXaT3+/X+++/rwsvvFCJiU1zxmJTZ5Ln7Tw3Msnzdp4bmeR5O8+NTPK8nedGZn3y5nzzqbYXHFTbfkM0pl+G43nr84qlpYuV1iJRP5gwtkHPX5+8cOA1Q15TCM58PpmILbrff/99Pf3001q8eLESExOVlpamtWvX1npMSUmJkpKSwnLf8SQnJx9TpEtSYmJixL4Qgty4xqbOJM/beW5kkuftPDcyyfN2nhuZ5Hk7z43MuuSN6pOhef/ZrsXb9uv73+3keN6ukpops13TWjje9kj8fno9kzz31PW6Im4jNUnaunWrrr76as2ePVsDBgyQJA0ZMkSLFy8OPSY7O1sVFRVKS0sLy30AAABAJBp16OiwcJ3XnVNQs56bTdQAZ0Rc0X3w4EGNHz9el112mSZOnKjS0lKVlpZq9OjRKioq0ty5cyVJ06ZN0wUXXKD4+Hidc845jt8HAAAARKKze6bL55M27S7VnuJyx59/x6EzurumsmcR4ISIm17+3nvvacOGDdqwYYP+8pe/hG7ftm2bnn32WV111VW69957VV1drUWLFkmSEhISHL8PAAAAiESpLZL03U5ttGZnkT7fsk8/GNjF0ecP7lzOSDfgjIgrui+77DKdaEP17t27KysrS8uWLdOIESOUkZFR6985fR8AAAAQiUb2bqc1O4v0WVZ+GIruQyPdaYx0A06IuKL7ZDp37qzOnTs32X0AAABApBnVu52eXrRFn2/eJzOTz+dz5HnNLFR0M9INOCPi1nQDAAAA+HZndU9VUkKcdhWXa8veA449b2GZX6UVVZKkzm0pugEnUHQDAAAAHpOSGK8h3VMlObuLeXCUu32rZKUksrkw4ASKbgAAAMCDRh46OuwzB4vuHDZRAxxH0Q0AAAB4UPC87sVb8lVVHXDkOYM7l7OJGuAcim4AAADAg77TqY3aNEtUSUWVvtpZ5Mhz5hSwiRrgNIpuAAAAwIPi43wa0StdkvR5ljNTzA+f0c1IN+AUim4AAADAo5xe1x06o5uiG3AMRTcAAADgUcF13Su271dZZVWjnoszuoHwoOgGAAAAPKpbenN1bttM/mrTkm0FjXqu/AOVOuivls8ndeKMbsAxFN0AAACAR/l8vtBod2PP684pqFnP3bF1ipISKBMAp/BuAgAAADxsZJ/guu78Rj0P67mB8KDoBgAAADwsuIP5hrxi7SutaPDz5IR2LmdqOeAkim4AAADAw9q1TFb/zNaSpC+2NHy0m03UgPCg6AYAAAA8blTvxp/XHSq605heDjiJohsAAADwuCPP6zazBj3HjgKmlwPhQNENAAAAeNzQHmlKjPdpZ+FBfZNfVu9/HwiYdhSykRoQDhTdAAAAgMc1T0rQoFNSJdWMdtfX3tIKVVYFFB/nU2abFKcvD4hpFN0AAABAFGjMed07Du1cntkmRQnxlAiAk3hHAQAAAFEgeF73F1vyVR2o37pudi4HwoeiGwAAAIgCp3duo1bJCSo66Ne63KJ6/duc0CZqrOcGnEbRDQAAAESBhPg4De9Vc3RYfdd1B0e62UQNcB5FNwAAABAlRvdp2LrunP0cFwaEC0U3AAAAECWC53Uvzd6vcn91nf9daKQ7jZFuwGkU3QAAAECU6NmuhTLbpKiyKqBl2fvr9G+qA6bcQjZSA8KFohsAAACIEj6fLzTaXdd13buLy+WvNiXG+9ShNWd0A06j6AYAAACiyKhQ0b23To8PTi3v1LaZ4uN8YbsuIFZRdAMAAABRZETvmh3M1+UWq+BA5Ukff/i4MKaWA+FA0Q0AAABEkfatUtSvQyuZSV9uyT/p4zkuDAgvim4AAAAgytRnXTfHhQHhRdENAAAARJlRfWqmmNflvO4dh4pujgsDwoOiGwAAAIgyQ3ukKyHOp+0FZdqeX/atj80p4LgwIJwougEAAIAo0zI5QQNPaStJ+nzLiUe7q6oD2lVcLknqwppuICwougEAAIAoVJd13buKK1QdMCUlxCmjZXJTXRoQUyi6AQAAgCgUPK/7i837FAjYcR8T3Lm8S9tmiuOMbiAsKLoBAACAKHRG17ZqkRSv/WV+rc8rPu5jdhQeKrrZRA0IG4puAAAAIAolxsdpeM9v38U8NNLNJmpA2FB0AwAAAFHqZOu6dx4quruyiRoQNhTdAAAAQJQa1aem6F6aXaByf/Ux94emlzPSDYQNRTcAAAAQpfq0b6mMVskq9we0Yvv+Y+5nejkQfhTdAAAAQJTy+XyhXcyPXtddFZB2l1RIkrqykRoQNhTdAAAAQBQ7vK47v9bt+yskM6lZYrzSWyS5cWlATKDoBgAAAKLYyN41O5iv2VGoojJ/6PaCippzubukNpPPxxndQLhQdAMAAABRLLNNM/XKaKGASV9uPTzanV8zs5z13ECYUXQDAAAAUe5467qDI92s5wbCi6IbAAAAiHIjj1N055fX/D8j3UB4UXQDAAAAUW54r3TF+aSt+w5o56GzuQ+v6WakGwgnim4AAAAgyrVOSdQZXdtKOjzaXXBoTXdXim4grCi6AQAAgBhw5Lrucn+1iv2Hdy8HED4U3QAAAEAMOHJd987CmgXdLZLj1bZ5opuXBUQ9im4AAAAgBgw8pa2aJcZrX2mlPtq4R5LUpS1ndAPhRtENAAAAxIDkhHgN7ZEmSfr7sp2SmFoONAWKbgAAACBGBNd1b8svkyTF+3yqDpiblwREPYpuAAAAIEYt3LBHo6Z/pAVr89y+FCBqUXQDAAAAMWDB2jw9+q8Nx9y+q6hct7yygsIbCBOKbgAAACDKVQdMU99er+NNJA/eNvXt9Uw1B8KAohsAAACIcku2FSivqPyE95ukvKJyLdlW0HQXBcQIim4AAAAgyu0pOXHB3ZDHAag7im5Ja9eu1ZAhQ5Samqp7771XZkyrAQAAQPRo3yrF0ccBqLuYL7orKio0YcIEDR48WMuWLdP69es1Z84cty8LAAAAcMzQHmnKbJMi3wnu90nKbJMSOscbgHNivuh+9913VVRUpBkzZqhXr1569NFH9fzzz7t9WQAAAIBj4uN8+u2EAZJ0TOEd/Pq3EwYoPu5EZTmAhor5onv16tUaPny4mjdvLkk6/fTTtX79epevCgAAAHDWuO9mavbkQerYpvYU8o5tUjR78iCN+26mS1cGRLcEty/AbcXFxerRo0foa5/Pp/j4eO3fv1+pqam1HltRUaGKiopa/1aS/H6//H5/01xwPQWvqymvr6kzyfN2nhuZ5Hk7z41M8ryd50Ymed7OcyOzqfLO79dO5/YZrcVb9uqjL5drzNmDNbxXhuLjfGHNjtbvp5uZ5LmvrtfmsxjfNey+++6T3+/XjBkzQrd17dpVixcvVufOnWs99qGHHtLUqVOPeY558+aFRsoBAAAAANGvrKxMV111lYqKitS6desTPi7mR7rT0tK0du3aWreVlJQoKSnpmMc+8MADuvvuu0NfFxcXq2vXrho7duy3fpPd5Pf79f777+vCCy9UYmJiVGaS5+08NzLJ83aeG5nkeTvPjUzyvJ3nRiZ53s5zI5M89wVnPp9MzBfdQ4YM0XPPPRf6Ojs7WxUVFUpLO3bnxuTkZCUnJx9ze2JiYsS+EILcuMamziTP23luZJLn7Tw3Msnzdp4bmeR5O8+NTPK8nedGJnnuqet1xfxGauecc46Kioo0d+5cSdK0adN0wQUXKD4+3uUrAwAAAAB4XcyPdCckJOjZZ5/VVVddpXvvvVfV1dVatGiR25cFAAAAAIgCMV90S9Jll12mrKwsLVu2TCNGjFBGRobblwQAAAAAiAIU3Yd07tz5mN3KAQAAAABojJhf0w0AAAAAQLhQdAMAAAAAECYU3QAAAAAAhAlruhvBzCTV/VB0N/j9fpWVlam4uLjJzrdr6kzyvJ3nRiZ53s5zI5M8b+e5kUmet/PcyCTP23luZJLnvmAdGKwLT4SiuxFKSkokSV27dnX5SgAAAAAAbigpKVGbNm1OeL/PTlaW44QCgYByc3PVqlUr+Xw+ty/nuIqLi9W1a1fl5OSodevWUZlJnrfz3Mgkz9t5bmSS5+08NzLJ83aeG5nkeTvPjUzy3GdmKikpUadOnRQXd+KV24x0N0JcXJy6dOni9mXUSevWrZv8xdrUmeR5O8+NTPK8nedGJnneznMjkzxv57mRSZ6389zIJM9d3zbCHcRGagAAAAAAhAlFNwAAAAAAYULRHeWSk5P129/+VsnJyVGbSZ6389zIJM/beW5kkuftPDcyyfN2nhuZ5Hk7z41M8ryDjdQAAAAAAAgTRroBAAAAAAgTim4AAAAAAMKEohsAAAAAgDCh6AYAAAAAIEwounFCgUCgSfOifU8/2uf9zKbKy8/P1+7du5skK6ipv5fB/iVaf4ZB9KPOi+Y20o86K9r7UvrR8InmfkaK7vZFatsoulHLtm3btGLFChUXFysuLi7sHV1xcbFKSkp08OBB+Xw+VVdXhzWvqUV7+ySpqqpKkuTz+SSF/5djeXm5JKmyslI+ny/snWtpaakqKytVXl4un88X9vZ99dVXGjFihBYuXCgp/N/PgoICSYd/fk1h5cqVmjBhQuh7Gm67du3SRx99pKqqqibJox91XrS3kX7UedHel9KPOi/a+5lob19T96P1RdGNkJdfflkDBw7Uz3/+c51++unKy8tTXFz4XiKrV6/WyJEjddFFF+m8885TXl6e4uPjw/Ymyc7O1ttvvx2W5z6eaG+fJK1bt0433XST7rvvPj3xxBPat29fWH85rl27VpMmTdLYsWM1evRorVmzJqx/wK1Zs0YXXnihJk6cqAsuuEC7d+8O63ti1apVGj58uJo1a6annnpKpaWlYc0rLCzU5MmTtX79+tAvKzML6x/gq1at0qhRozRw4EClpKSELedIs2bN0l133aVPPvlEfr8/rFn0o86L9jbSjzov2vtS+lHnRXs/E+3ta+p+tCEouiFJ2rhxo+655x7Nnj1bH374oc455xzdcccdoRer0y/avLw8jRkzRpdeeqnuuOMOdejQQePGjQt9ohkOK1eu1MSJE/Xmm2+G5fmPFO3tk2o+1R8/frw6dOigzp07a8eOHRo1apSys7PD0sbc3FxdfPHFOuOMM/TjH/9Yffv21YgRI0J5Tv9xk5OTo+9973s699xzdeutt6p79+66/fbbQ58MO/2eWLFihUaPHq37779fq1atUp8+fbRnzx5J4ZsqVVJSorVr1+rAgQNKSEiQVPMJcbhGMTZt2qTBgwfr7rvv1sMPPxy6PVzf06Arr7xSmzZt0pw5c/Tee++psrIyLDn0o86L9jbSjzr/no/2vpR+1Pn2RXs/E+3ta+p+tMEMMLNPPvnELr744tDXr7/+ul133XUWCASsrKzMzMwCgYBjeUuWLLFzzjkn9PW6dets5MiR9sknnzieFfTee+9Zq1atLCEhwV5++WXHn/9I0d4+M7Ndu3bZwIEDbePGjaHb/uu//st69uxpy5cvNzNn27lgwQK76KKLat126aWX2k9+8hOrrKx0LCfo/ffft0mTJoW+fvXVV+2aa66x0tJSKykpcTQrLy/P2rRpY1OmTDEzs6qqKhs7dqzdeeedjuYcz4033mjTpk2zVatW2ZQpU2zMmDH2+OOP29q1ax3NCQQC9uijj9qoUaPMzMzv99uPf/xju/LKK23SpEmWlZXlaN6RsrOzLTU11S6++GK74447bP78+VZeXu54Dv2o86K9jfSjzor2vpR+1Pl+1Cz6+5lob19T96MNFUHlP9zUunVrbd++Xdu2bZMkrV+/Xi+99JKGDh2qIUOGaPXq1Y5OP/P5fMrNzdXWrVslSQMGDJCZaf78+aH7nWJHfLJ99913a/bs2frJT36il19+2bGMo8XFxTVZ+47UVO0L2rJliz7//PPQ11OnTtWNN96oH/3oR1q3bp3jr5kVK1Zo3bp1oduGDRumTZs2habzOalt27Zau3atFi1aJElasmSJ5s+fr/Hjx+u0004LfXprDoyclJWV6Y033tAjjzyiQCCg+Ph4/eEPf9COHTuUnZ3d6Oc/mh0x7TE9PV1z587VBx98oPz8fI0cOVJ//etf9fTTTysnJ8exTJ/PpyuuuEKlpaV6/PHHNWHCBO3du1dnnHGGEhMTdeaZZ+qTTz6R5MxIRrB9ZqZu3brpiiuu0M9+9jNlZmbqjTfe0OrVq7Vy5UqtWLGi0VlB9KPOi4W+lH7UuRHoaO9L6Ued70el6O9L6Ued7UcbrImLfESQiooKM6v5JNjMbMWKFVZaWmp+v9+eeuope+211+zzzz+3O++809q2bWt5eXmO5FVXV5uZ2UsvvWT79+8P5f/+97+366+/3syc+UQqmBd8rnXr1tnrr79uZmYvvPCCxcXF2dy5cxudc7RAIGDl5eX2v//7v1ZYWBhqr9PtO9rXX3/dJO0zO/wzfOihh2zo0KG2ePHiWvdPmTLFOnXqZHv37m1UzpE/wz179thFF11kf/rTn+ybb74xM7NLLrnEfD6fvfTSS43KOTov2L7p06fbKaecYmPGjLGEhARbtmyZFRUV2YwZM6xt27a2bt06R/KCqqurQ6+NnJwcO++88+yNN94ws/C8J8xqPgFv1qyZ3X777VZcXGxmZu+8846dddZZ9tZbbzmW6ff7zcxs0aJFlpaWZqeffnqtx916663Wvn17KygocCQv2MZg/3LttdfabbfdZn6/3/7whz/YRRddZO3atbN//OMfjuTRjzov2vtS+lFn+tEjM4OirS+lH3W2Hz0yM9r7UvpRZ/pRJ1B0x6g1a9bYlVdeab/4xS9s2rRptmXLltB9x3vznX322Y36hXxk3vTp02379u3H5L3yyivWr18/O3DggJmZPfnkk7Z06dJG502bNi005aSysjKUN2fOHMc6gW3bth3z/Qm2I8jJ9h2dF+x0jvzZOdm+42Wama1cudKuvfZau/nmm+2rr76qdd/5559vzz33XIPzjvwZ/uEPf7A9e/bYu+++a+eee64NHDjQTj31VPvlL39pV155pT344INm1rhfHCd6jS5evNjuvPNOu+mmm2o9vm/fvqEpjI3Ju/XWW2369Om2efNmMzv8R4eZ2XPPPWe9evWq9f5sbF6wfcG8HTt2WEZGhk2dOtXMDn8Pf/jDH9aaFtrYzGnTptnXX39tZmYPP/ywTZw40crKykJTWnfs2GE9evSw9957z5G8I9toZvb222/b//t//8/Maqa9tWjRws4++2ybP39+g6fV0o82TT8TTX0p/aiz/eiRmdHal9KP1tbYfvTozGjsS+lHne1HncL08hhUWFioSZMmqWfPnho0aJCqq6t13nnnadmyZZIOT305cnfK1NRUtWjRwpE8v9+vUaNGHZN3yimnSJKaN2+uGTNm6LbbblNycrIj7bvgggu0fPlyJSYmhqaDXXvttXrhhRf0s5/9TM8991yD2haUnZ2t6667Ti+88ELotubNm9d6jFPtO15ecKOI4NEvTrfveJmSdOaZZ+rqq69WVVWV/vznP9ea2iPVbIjSEEf/DMvLyzVs2DD16tVLL774oqZPn67p06drxowZuuyyy/Tqq6+qoKCgwVOkTvQaXbp0qYYNG6YRI0YoKysrNDVr/fr18vv9at26daPzBg8erKqqKp133nlavnx5rd1Er7jiCn3ve9/Tv/71r0Yd7XF0+4J5S5YsUefOnXXzzTdr3rx5+vTTT0Pfw5YtW6pTp04NnvZ5vPfhhRdeqNWrV+v222/XCy+8oGbNmik+Pl5SzSZALVu2bPB74kRtXL58uSSpZ8+e2rNnj5555hldffXVmjp1qkaPHq2FCxc2aEMg+tGm62eiqS+lH3WuHz06Mxr7UvpRZ/vR42VGY19KP+pcP+qopq3xEQkKCgps8ODBtmLFitBtf/7zn61z5872wQcfmJnZ7t277f7777df/epXduedd1r79u0b/AlxXfLMzPbt22ejRo2y6667zpKSkmzZsmVhy/P7/aFP4J5++mlLS0uzoqKiBuUFAgH7/PPPLSMjw3w+n82YMeO4j8vPz3ekfXXJO/LTxca2ry6ZixYtsnvvvdf69u1rd999t91///2WkZFh//znPxuUd7yf4axZs6xr1672/vvv13psXl6eDRo0qFEjGCd6zXTq1Mk++OAD27Ztm11++eWh0aArr7zS2rZtW2vTDifyjn5PmJnNnDnT+vXrZ7m5uQ1r3LfkderUyT7++GPbsmWL3XTTTTZs2DC7/fbb7a677rK2bdse82lxYzOfeOIJ69Kli3344YdmZrZp0yabN2+evf766zZlyhTr37+/7dy509E2du7c2RYsWGCVlZU2dOhQS0lJsZkzZ5pZzSjDnj17HM+jH22YaO9L6Ued7Ue/LTNa+lL6UWf70bpmmnm3L6UfdbYfdRJFdwwqLi62jh072vTp02vd/pe//MW6dOlin376qZmZvfjii/b973/fbr75Zlu9enXY8hYtWmRmZjt37jSfz2cJCQm2cuXKsOcdOa2nsLCwwXlmNW/yX//61/bmm29aXFycPfbYY8c8Zvfu3Y60r655gUDAsfbVJbOwsNAWLFhgP/jBD+z73/++vfjii6GdRuvrRD/DZ5991jp37nzMjps//OEPG/VL+NvyTjnlFFu5cqWtWbPGbrjhBuvfv7+NGzeuUQVpXV+jQZdeemlY2vfMM8/YKaecYkuWLLHy8nKbO3euTZo0yR544IFG77h7sp/h559/bitWrLBrrrnGBg4caEOHDq31R4lTecHv6apVq+y1116zJ5980swOT38LVx79aMNEe19KP+pcP/ptmdHSl9KPOtuP1iUzGvpS+lHn+lEnUXTHmGAHOXPmTBs0aJAtXLiw1v0zZ8601NTU0C+lqqqqRq3vOlnerFmzan3S/dhjj9mGDRvCnhdcoxRsW2M3kcjLywttJPLOO+8c0wkEr6ux7atrXpBT7atLZjDD7/fXWktXX/X9GTbWyfJmzJhh6enptmPHDjOr+QXamKNuIq19//M//2OpqanHvCfCmTlz5kxLT08PjTgVFxc3aoS0Lj/Ddu3ahX6GjUU/Gp5+1Cz6+1L6UWf60bpker0vpR91th+tS2a09KX0o870o06j6I4xwTfali1b7JZbbrGf/vSn9sUXX5jZ4RfphAkTbNasWU2Wd+mll9rjjz9uZtboc0Lr2r5gXmNVV1cf95Ped99997idTnDn0abKc0JTZ7rxMzxZ3vjx45s0r6nb5+R7vq6Zl1xySdT/DOlH65cZzX0p/aiz78G6Znq5L6Ufded3k5f7UvpR5/8GdhIbqcWQQCAQ2twgNzdXZ5xxhpKSkvSXv/xF//rXv2ptnrJ27domyzMzffXVV5KkxMTEsOdJ0po1axqcc3ReXFycFixYEHrO6upqjRs3Tu+8844efPBBPfLII6F/k5CQ0KR5jdXUmW79DE+W5/P5mjRPatr2Sc685+uTGRcXF/U/Q/rR+mVGa19KP+rse7A+mZI3+1L6Ufd+N3m1L6Ufdf5vYMe5XPSjiRz5ydDDDz9smZmZtnPnTluxYoX99re/tX79+tm1115rd911l2VkZNjf/vY38uqY98gjj1jHjh1Dx3gcef9bb71l6enplp+f76k8NzJj6TUTjXluZJLn7byjM6OxL6UfpZ8hz908NzL5m9TbeeFC0R2ljnyBHvnf06dPt8zMzFrrSkpLS23p0qV2zTXX2OWXX26vvPJKvTcciPa8Ix05HSeYd/QuqUdeV2lpaYOz3MhzI/N4eU39MySvcZuMRHsbyWua10w09aWRkBcLr5loaiN5vGbq63h/A4ezn4n2vHCi6I5Cubm5NnfuXCsoKKh1+7Rp06xDhw720UcfmdmxGxpUV1c3aHODaM9bvXq1vfnmm8ccp3B03onUN7Op89zIrGteU/8MyYvcTPK8nWdWs1vu1q1bbevWrd+aeSL1zSXP2Z9hU+e5kUmet/PcyHSjjccTzr8RYzEvHCi6o9CcOXMsNTXVnnvuOdu7d6+Zmc2dO9cyMzND5zqSVzcvv/yydejQwUaPHm3NmzcPTQF6+eWXoyLPjUzyvJ3nRiZ53s4zM1u5cqV16dLFzjjjDMvMzLTXXnvNzMLXd5Pn7Tw3Msnzdp4bmU2dt337dnvooYeOKSxffvll69SpE3kRjqI7Cu3fv98yMzPtwgsvtOeff96Kiops9erVDT74Plbzdu7caenp6aE/SJ988kkbPny4+f1++/LLLz2f50Ymed7OcyOTPG/nmZkVFBRY9+7dberUqbZ8+XJ7+OGHrWPHjrZ+/XpbuXKlLV++nDzyXM0kz9t5bmS60cbs7Gzz+Xx2//3317p98eLF5HkARXcUqqiosEGDBtn5559vP/3pT+3ZZ5+1ffv2kVdPWVlZNmzYsNDXq1atsgsuuMBycnIsOzvbzJydxtLUeW5kkuftPDcyyfN2npnZtm3bbNCgQaF+eteuXTZ27Fh78cUXHc0hLzry3Mgkz9t5bmQ2dV5VVZVlZWVZv379LCUlxX7605+GJSdW8tzAkWFRxu/3KykpSRdffLGuuuoqTZo0SR988IEWLVqkDz74QH//+9/Jq6MuXbqoRYsWWrx4sSRp2bJl+vDDD3XRRRdp8ODBmjVrlnw+n8zMk3luZJLn7Tw3Msnzdp4ktW3bVvHx8fr6668lSR06dFCfPn00b948STVHwTiJPG/nuZFJnrfz3Mhs6rz4+HgVFxdr1KhRWr58ud58803deOONjmbEUp4r3Kn14ZS8vDxbt26drV27ttbtTzzxhI0aNcrMzN5++20bM2aMNW/e3J555hny6pC3evVqMzPLycmxoqIiMzP76KOP7JNPPrEtW7bYO++8Y3FxcfbOO+94Ks+NTPK8nedGJnnezjsy86uvvjIzs/nz59uePXtC9//tb3+zc845p9E55EVHnhuZ5Hk7z41Mt/KCfwMHAgGbP3++mdWMtKelpdkNN9xAnkdQdHvYypUrrWPHjnbaaadZu3btbNasWbXuGzlypJmZLV++3Fq1amVnnXWWzZ49O7T5GHnfnvfEE0+E7jvedMvJkyfbww8/3KAsN/LcyCTP23luZJLn7bzjZT799NOh+4LHuqxbt866du1qO3fuNLOas2yfffZZ8mIwz41M8ryd50am23mPPfZY6L7gsWTbt2+39PR0u/766xuUEUt5kYCi26MKCwutX79+9rvf/c42btxos2fPtg4dOti///3v0GPGjx9vU6ZMsfT0dHvqqadszpw59rOf/cz2799PXh3zjj6aoKSkJPTfV199tU2bNq3eWW7kuZFJnrfz3Mgkz9t5dc0MBAK2detWa9++ve3fv98ef/xx8/l8tmTJEvJiLC8W2kgerxmn8o78G/jIwrRDhw52+eWX1zsnVvIiBUW3R+Xm5tqZZ54Z2vgmPz/fJkyYEBoNLisrs4kTJ1pcXFytkY3glELy6pdnVrNr+oMPPmhjxoyx6667zlJTU23Dhg2eyIuFNpLHa4Y8d/PqkhkcETIzO/fcc+2iiy6ylJSUBu+aTp6389zIJM/beW5kRlpecJZSsDDdtm2b9ezZ03Jzc8mLYGyk5lFpaWlKS0tTVlZW6OuBAwdq3rx5MjM1a9ZMv/71r/XSSy/ptttuC23o0Lp1a/LqmSdJZqakpCRdeeWV6t+/v/r376/PPvtMp556qifyYqGN5PGaIc/dvLpkHik3N1cLFizQ4sWLNXjwYPJiMM+NTPK8nedGZqTl2aGNLhMSElRVVaXu3btr48aNyszMJC+SNXWVj4YrKiqyAwcO2IEDB8zM7MMPP7Rdu3aF7n/nnXfsrLPOIo881zLJ83aeG5nkeTuvMZlvvfWWZWVlkRdjeW5kkuftPDcyvZIXVN+jHqM9LxIluF30o27WrFmjG2+8Uenp6erWrZuGDBmiG264QVLNsQRxcXE67bTTtGfPHmVnZ6t79+6aOnVqaESYPGfykpOTdf/990d8Xiy0kTxeM+S5m9fQzIceekht2rTRXXfdJZ/PR14M5cVCG8njNdMUeUf/DVyfzGjPi1huV/04uYqKCrvwwgvtjjvusNWrV9vHH39s/fr1s3vuuSf0mOrqatu5c6e1b9/ecnJy7IknnjCfz2f/+c9/yIuxvFhoI3m8ZshzNy8W2kgerxny3M2LhTaS5/xrJlJRdHtAdXW1nXfeeTZ79uzQbbt377b+/fvbnXfeWeux559/vp177rmWkpJiS5cuJS8G89zIJM/beW5kkuftPDcyyfN2nhuZ5Hk7z41M8rydF8kouiNYYWFhaDfuX/ziFzZ8+PBa9+/evdu+853v2C9+8YvQbUOGDDGfz2erVq0iL8by3Mgkz9t5bmSS5+08NzLJ83aeG5nkeTvPjUzyvJ3nBRTdEWrVqlX2ne98x4YNG2Znn322vfrqqzZp0iT73e9+V+txubm5lpGREdpm//3337ctW7aQF2N5sdBG8pzNi4U2kudsXiy0kTxn82KhjeQ5mxcLbSTP2Tyv4MiwCJSXl6fzzz9fEydO1D333KMuXbpoypQp6tu3r77++ms988wzoSOyMjMzdfvtt2vdunWSpPPPP189e/YkL4byYqGN5PGaIc/dvFhoI3m8ZshzNy8W2kie868Zr2D38gi0c+dODRgwQI888ogkacCAAbrnnns0dOhQpaWl6aOPPtI333yjRx99VJJ04MABLV68WBUVFUpOTiYvxvJioY3k8Zohz928WGgjebxmyHM3LxbaSJ7zrxnPcHuoHcdasWKF9e7du9Y5f2effbY99NBDVl1dba+88oqNGzfOunXrZhMnTrRWrVrZk08+SV6M5sVCG8njNUOeu3mx0EbyeM2Q525eLLSRPOdfM15B0R2BqqqqbN68eVZYWGjV1dVmZjZt2jSbPHly6H4zs2eeecb++Mc/2sKFC628vJy8GM1zI5M8b+e5kUmet/PcyCTP23luZJLn7Tw3Msnzdp6XUHRHqMrKylpfv/rqq9a3b18rKSkxM7Nnn33W0e30yfN2nhuZ5Hk7z41M8ryd50Ymed7OcyOTPG/nuZFJnrfzvIKN1CJUYmJira+7du0qSWrZsqVmzJihm2++WUlJSeSR51omed7OcyOTPG/nuZFJnrfz3Mgkz9t5bmSS5+08z3C76kfdFBQU2KhRo+zaa6+1pKQkW7ZsGXnkRVQmed7OcyOTPG/nuZFJnrfz3Mgkz9t5bmSS5+28SEXR7RF79uwxn89nCQkJtnLlSvLIi7hM8ryd50Ymed7OcyOTPG/nuZFJnrfz3Mgkz9t5kYqi20NmzpxpGzZsII+8iM0kz9t5bmSS5+08NzLJ83aeG5nkeTvPjUzyvJ0XiXxmZm5PcUfdBAIBxcU13TJ88ryd50Ymed7OcyOTPG/nuZFJnrfz3Mgkz9t5bmSS5+28SETRDQAAAABAmMT2Rw4AAAAAAIQRRTcAAAAAAGFC0Q0AAAAAQJhQdAMAgEabNWuW/vjHP0qS/H6/Dh48qOrqapevCgAA91F0AwCAOps6daomTZp0zO2nnXaaHnzwQS1ZskR//etflZGRoXbt2tX6X1JSkp5++mkXrhoAAPdQdAMAAElS+/btaxXJzz333DGPSUhIUEJCwjG3jxkzRldffbUKCgo0efJklZaWav/+/dq3b1/of2PHjlViYmJTNAUAgIhB0Q0AACRJRUVFWrx4sfbt26fhw4erurpaBw4ckN/vVyAQkCQlJiYqPj5eFRUV8vv9kqThw4fro48+0osvvqhx48Z9a0Z8fHzY2wEAQCQ59qNqAAAQk443Cp2RkREa3fb5fCovL1dVVZXmz5+vp556SpMnT1ZhYWHo8YMGDVJxcXGt5/j5z3+uX/3qV+G+fAAAIhJFNwAAkCT5fL5aXyclJamsrKzWbX/605+0atUqvfLKK6HbEhISFBdXM3lux44dWrJkibp37y5Juv/++1VSUhLeCwcAIIIxvRwAAEiqmfo9dOhQtWvXTgsXLpTP51NlZaUWLlxY5+cIFt9HOrqYBwAgllB0AwAASVIgENCSJUtCm55JUmFhoW644Qb9/e9/r/PznHvuuerdu7d69+6tZ555JlyXCwCAJ1B0AwAASTrmXG0zU/v27TVz5ky99tprdX6ejz/+WJs3b9bmzZt18803O32ZAAB4CkU3AACQVFN0Hzm9PFiEX3755XrjjTfq/BxHMzNHrxMAAC9hIzUAACBJqqqq0pIlS9S7d2+NHz9elZWV9X6OLl266IILLqh1289//nOnLhEAAM+h6AYAAJKkzMxMJSTU/GnwwgsvqFmzZsc8pqSk5JiN0crKylRVVSVJWrly5XGf28y0d+9eNW/e3OGrBgAgslF0AwAASVJOTk7ov9u3b1/rvgMHDmjo0KHKysrSn//851r3lZaWqry8/ITPu3fvXvXo0UNdunTR6NGjnb1oAAAinM9YaAUAAOpg8+bNysjIUJs2ber9b3Nzc9WpU6cwXBUAAJGNohsAAAAAgDBh93IAAAAAAMKEohsAAAAAgDCh6AYAAAAAIEwougEAAAAACBOKbgAAAAAAwoSiGwAAAACAMKHoBgAAAAAgTCi6AQAAAAAIE4puAAAAAADChKIbAAAAAIAw+f8LNauXO43i1AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 可视化\n",
    "# 1. 汽车销量趋势图\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(data1['时间'], data1['销量(辆)'], marker='o')\n",
    "plt.title('汽车销量趋势图')\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('销量(辆)')\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(True)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9149c5aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2. 市场份额比较图\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.bar(data1['时间'], data1['市场份额'], color='green')\n",
    "plt.title('市场份额比较图')\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('市场份额')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e06ea4e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3. 销量排名变化图（以前五个数据为例）\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(data1['时间'][:5], data1['厂商销量排名'][:5], marker='s', linestyle='--', color='red')\n",
    "plt.title('销量排名变化图')\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('排名')\n",
    "plt.gca().invert_yaxis()  # 排名越小越好，所以反转Y轴\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "371474ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '汽车功能词云图')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4. 汽车功能词云图\n",
    "text = ' '.join(data2['车型'])\n",
    "wordcloud = WordCloud(width=800, height=400, background_color='white').generate(text)\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.title('汽车功能词云图')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0efafc09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 5. 综合分析图：销量与最低报价的关系\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(data2['最低报价'], data2['销量'], color='purple')\n",
    "plt.title('销量与最低报价的关系图')\n",
    "plt.xlabel('最低报价 (万元)')\n",
    "plt.ylabel('销量')\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb8c7c1d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
